{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Домашнее задание «Элементарные методы анализа временных рядов»\n",
    "\n",
    "В рамках домашнего задания были реализованы функции и классы для элементарных методов анализа временных рядов в файле simple_tsa.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from scipy.stats import boxcox\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.optimize import minimize\n",
    "from sklearn.metrics import mean_squared_error\n",
    "import statsmodels.tsa.api as smt \n",
    "from statsmodels.tsa.stattools import adfuller\n",
    "\n",
    "from simple_tsa import (ts_smooth_plot, simple_moving_average, weighted_moving_average, simple_exponential_smoothing, \n",
    "                        DoubleExponentialSmoothing, TripleExponentialSmoothing)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def test_stationarity(timeseries):\n",
    "    \"\"\" Проверка временного ряда на стационарность\n",
    "    \"\"\"\n",
    "    print('Results of Dickey-Fuller Test:')\n",
    "    dftest = adfuller(timeseries, autolag='AIC')\n",
    "    dfoutput = pd.Series(dftest[0:4], index=['Test Statistic', 'p-value', '#Lags Used', 'Number of Observations Used'])\n",
    "    for [key, value] in dftest[4].items():\n",
    "        dfoutput['Critical Value (%s)' % key] = value\n",
    "    print(dfoutput)\n",
    "    \n",
    "def tsplot(tseries, lags=None):\n",
    "    \"\"\" Проверка ряда на стационарность и вывод графика автокоррелации и частной автокорреляции\n",
    "    \"\"\"\n",
    "    \n",
    "    test_stationarity(tseries)\n",
    "    if not isinstance(tseries, pd.Series):\n",
    "        tseries = pd.Series(tseries)\n",
    "        \n",
    "    with plt.style.context('bmh'):\n",
    "        \n",
    "        f, axes = plt.subplots(3, 1, figsize=(14,10))\n",
    "\n",
    "        series_ax = axes[0]\n",
    "        acf_ax = axes[1]\n",
    "        pacf_ax = axes[2]\n",
    "\n",
    "        tseries.plot(ax=series_ax)\n",
    "\n",
    "        smt.graphics.plot_acf(tseries, ax=acf_ax, lags=lags, alpha=0.05)\n",
    "        smt.graphics.plot_pacf(tseries, ax=pacf_ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1 Приближение и прогнозирование нестационарного временного ряда со статистикой пассажиров авиакомпании"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Month</th>\n",
       "      <th>Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1949-01</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1949-02</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1949-03</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1949-04</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1949-05</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1949-06</td>\n",
       "      <td>135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1949-07</td>\n",
       "      <td>148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1949-08</td>\n",
       "      <td>148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1949-09</td>\n",
       "      <td>136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1949-10</td>\n",
       "      <td>119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1949-11</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1949-12</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Month  Count\n",
       "0   1949-01    112\n",
       "1   1949-02    118\n",
       "2   1949-03    132\n",
       "3   1949-04    129\n",
       "4   1949-05    121\n",
       "5   1949-06    135\n",
       "6   1949-07    148\n",
       "7   1949-08    148\n",
       "8   1949-09    136\n",
       "9   1949-10    119\n",
       "10  1949-11    104\n",
       "11  1949-12    118"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "airlines_passengers = pd.read_csv(\"Series/international-airline-passengers.csv\")\n",
    "series = airlines_passengers['Count']\n",
    "airlines_passengers[:12]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Проверим характер графика временного ряда и его коррелограммы"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results of Dickey-Fuller Test:\n",
      "Test Statistic                   0.815369\n",
      "p-value                          0.991880\n",
      "#Lags Used                      13.000000\n",
      "Number of Observations Used    130.000000\n",
      "Critical Value (1%)             -3.481682\n",
      "Critical Value (5%)             -2.884042\n",
      "Critical Value (10%)            -2.578770\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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ry6ljyuacCgoKaGxszKljytacQqEQw8PDOXVM2ZpTaWkpra2tOXVMqcjphf1t/OLlAbp9EUqciuGQ5rBnhL0HDrF4wby0HVMoFGJkZCRtfQ/gtfbo6MZCd5ju7u6kOc0rgj3A7o4BygM9xuWU2Pc6Ojt5odkDwHybl5GR8lnndEJZkIeA+3d2cdlCG8VFRVn7HpGMmu3yfEqp+Vrr1lgB8xDwMeAurXVFwm36tNaVSqmfA1u01jfFLv89cK/W+vbEx9yyZYteu3btrNqTDs3NzSxatMjqZggkC5NIFmaRPMwhWZhDspjo4b29/OipJgJhzeqaIr580TK+cP9+mvr9/OzNa1hdM3HTy1RJdx5tgyNc99cdlBXY+b/3HodSKunt79zexc+3tHDp6io+de6StLUrFfZ2D7Ppjt3UFju56dr1Rz22ZCJa897/fZVuX4RvX7aCU+YwEmS1bdu2vbhx48YNk10369PStNatsb87gb8TPc2sQyk1DyD2d2fs5i1AYq9eCLTO9rkzZS4dSKSWZGEOycIskoc5JAtzSBZj7eoc4r8ebyQQ1ly6uoofXLmKuhIXyyqje58cSvPk+nTnsb09ekrauvriaT3X8ursWVQg8ZS0uf4ebUrxhgXRzHP51LRZFTdKqWKlVGn838AlwOvAXcB1sZtdB9wZ+/ddwLVKqQKl1DJgFbB1Lg3PhKqqKqubIGIkC3NIFmaRPMwhWZhDshjrsQPR5X8vX1vNv5+zGFdsUvrS2ApaB9P8IT/debwe29/m2KMsJhAXXznsUJ8/I6vFzUV8f5tTUzTK8sZ1DQA8fag/axZUmKnZjtzUA08ppV4hWqT8Q2t9P/Ad4GKl1F7g4tjPaK23A7cCO4D7gU1a6/BcG59u8fM4hfUkC3NIFmaRPMwhWZhDsjhCa83Th6JzNi5eWTXm2//4rvUH+9I7sT7decQXE1jfkHwxgbhil536EhfBsKbF4JXDhgJhdnQMYVNw0oLZLQE9ns3Xz4nzSwiENY8f7E/JY5pmVgsKaK0PACdMcnkPsHGK+3wT+OZsns8qZWXZey5irpEszCFZmEXyMIdkYQ7J4ogDvT46vAEq3Q7W1o398L+sMj6Ckd6Rm3TmMeAP0djnx2lXrJrBvKEV1W46vAH29/hYEvs9mOalw4NENBzbUEyxKzU7qJSVlXHJKs3LrV4e3NPDFWtrUvK4Jkn1UtA5JRw2fnApb0gW5pAszCJ5mEOyMIdkcUR81OaMxeXYbWPnbNSXuih02OgdDjHgT98pSunMY2dndNRmTU0RLvv0P9Yuz4LNPFN9ShpEszh7aTlFThs7O4dp6jd35Gq2pLhJYmhoyOomiBjJwhyShVkkD3NIFuaQLI54+lA/AGcvLZ9wnU0plsYWFUjnvJt05vF6fPPOhunNt4kzfVGBPV3DPNMYLUznsr/NeENDQ7idds5dVgnAQ3uSL6ucjaS4SaKhocHqJogYycIckoVZJA9zSBbmmG4WgVCEwx4/L7UO8uCeHv73pXY278udVaRaB0Y42OenyGnjxPmTz9mIb2iZznk36XptaK1HC4AT5s2suFkRH7npMau4GQqE+fkzLXz8rt14/CFWVrtZUZ260+biWVyyOrrIw8P7+oxfVGGm5rKJZ85rb29nyRKz1z/PF5KFOSQLs0ge5pAszDGdLH74ZBP37Z78W+tV1UUsjo1oZLP4qM1pi8qmPGVrdFGBNI5gpOu1cbDXT7NnhLIC+5TF21TqS10UOW30+kL0+YJUup0pb99MaK158lA/v9xymJ7hIDYFbzuujved3IAthUtpx7NYX1/M/LICWgdG2HZ4kFMX5c48NRm5ScLptLajiyMkC3NIFmaRPMwhWZjjaFkc9oxw3+4eFFBf4uLY+mIuWFE5+g351thch2wXn29z9tKKKW+ztCr9iwqk67XxeGyJ6zcsq8Bhm1kBYFNq9NS0XZ3DKW/bTH3viSa+sfkQPcNB1tYW8fM3r+FDpy/A7UzNQgJx8SyUUlyyKjp682COnZomxU0S5eUTz08V1pAszCFZmEXyMIdkYY6jZfGPXd0AXLyqiv+5dj0/eNNqPn/BUt5+XB1wZOPEbNY7HGRn5xBOu0o6IX10I88+PxGdntOT0vHa0Frz+MFocXPe8spZPcbJsdGeLbFT26yyu2uIh/b2UuCw8fGzF/Gjq1azonr6K7/NRGIWG1dGi5vnWwZy6tQ0KW6S6O7utroJIkayMIdkYRbJwxyShTmSZTESivBA7JvqN60buwzuyQtKUcBrbV58wexecW1LkwdN9AN8UZJlhCvcTirdDnzBCJ3eQFrako7Xxt4eH60D0SWuj5/hYgJx8RGtLU0eSz/c37Uj+vt50zE1XHlMTUpPQxsvMYv6Uhfzy1wMByPsN2zu0VxIcZOEfAtnDsnCHJKFWSQPc0gW5kiWxRMH+xgcCbOqxs2a2rH7vlS4nayuLSIY0bwWW4UrW8Xn25yV5JS0uNFFBXrTs6hAOl4bj++Pjtqcu6xiwhLX07W0spD5ZS48/tDoRqCZ1u8L8tiBPhRw5THp33NmfBbHN0RHr15tG0z7c2eKFDdJBALp+QZDzJxkYQ7JwiyShzkkC3Mky+Lu2LfkVx5TO+n18WV3n2/O3g97Q4EwL7d6sSk4c/HRJ4rHFxVI17ybVL82UnFKGkTnnZy1pAKApxv7U9Cymbt/Tw/BsOa0RWXMLytI+/ONz+L42Cpzr7RldzGfSIqbJHy+3Bmiy3aShTkkC7NIHuaQLMwxVRb7uofZ1TVMscvOBSsm/1C8YUH0m+wXD2fvvJutzR5CEc36+hIqprEK2JGRm/T04VS/NnZ2DtPpDVJT5GRdffHR75BEfP+fZw550GmaczSVcERzz85osX3VusmL7VQbn0W8uHmt3Zsz826kuElC9iwwh2RhDsnCLJKHOSQLc0yVxd2xD5KXrKqi0DH5R6C1dcUUu+y0eEZoGxhJWxvT6cgqadM7HWx0Oeg07XWT6tdGfJW0c5dXzHl+yjF1xVS6HXR4Axnf0PO5Zg+d3iDzywo4ZeHMlrKerfFZ1JW4mFcam3dj6IamMyXFTRLt7e1WN0HESBbmkCzMInmYQ7Iwx2RZDAXCPBKbp3FFkrkNdpvi5NjoTTaumhYIRXg+1u6zlkyvuFlS6UYBLf1+guFIytuUytdGRGueONgPzO2UtDibUpwZ+z3Fi8JMuXP7kYUE0rmIQKLJsoiP3rya5NS0TI9qzYUUN0m4XC6rmyBiJAtzSBZmkTzMIVmYY7IsHtrby0gowonzS1hckXyDzvi8mxdasm/ezWvtXnzBCCuq3TSUTm8OR6HDxryyAsIamvtTP1qVytfG6+1D9AwHqS9xsbY2Ncslnx2fdxNbhCETmvr8vNQ6SIHDxiWrqzL2vJNlccK85IsKDAfCXH/bTv78YlvalgtPJSlukigtzcwQoTg6ycIckoVZJA9zSBbmGJ+F1kfmNkxnRaoNsVOEXmodTMtIRjrFv30/af7M+mN8v5uDaVhUIJWvjfgpaecvr0ClaLTjxPklFDltHOzz05qhUxHv3tkFwMaVlZQWODLynDB5Fkfm3QxNOu/m4X29tHhGeKXNm7ERprmQ4iaJnp7c2rE1m0kW5pAszCJ5mEOyMMf4LF5t89LU76eqyDG6OlYytcUullYW4g9FLFsieLZejS1hHf/AOl3LqqKLChxKw7ybVL02wpHUnpIW57TbOH1x/NS0/pQ97lSGAmEe3NsLwFVTrNqXLpNlUVfioqHUxVAgPGHekdZ6dB+eq9elf6nqVJDiJonKytS9cMTcSBbmkCzMInmYQ7Iwx/gs7tkV/XB2+ZoaHNPcE+XIqWnZM+/GH4qwu2sYBRw7w1XElsaXg07DpPJUvTZeaRvE4w+xoKyAFdXulDxm3NkZnHezeV8vvmCE4xpKWJ7i4ziaqbI4YYoloV+OfTFQXeSc1p5JJpDiJglZ1tMckoU5JAuzSB7mkCzMkZhFKKLZ2hwtUC5dXT3txzg1C4ubXZ1DhCKaFdVuSmZ4qtPoctBpOC0tFa+NiNb89ZVOAM5L4SlpcacuKsNpV+zsHKJ3ODirx3ildZDHD/QlnXwfDEe4Y3v0lLSrLBgJmSqL0VPTxhU3d8XaesXa6ml/MWA1KW6S8PvTsySimDnJwhyShVkkD3NkexbhiObZJg99s/xgZ5LELHZ3DeELRlhYXkB96fQntq9vKKbAYeNAr5+eoez4ncTn2xw3w1PSABaUFeC0Kzq9QYYC4ZS2KxWvjVtf7eCl1kHKCx28KQ17wriddk6eX4oGnmmc2ejNUCDM959o5DP37uObjxwaXZVvMre91kmLZ4T5ZQWcbcFIyFRZHN8QnYuTuN9NpzfAliYPDpvi8rXZcUoaSHGTlOxZYA7JwhyShVkkD3NkexY3v9LBlx88wHtv2c4PnmiiMU271WdCYhYvHY6uABVf3nm6XHYbJ8aKhGzZ0PO12Hyb4xpmXtzYbYolFek5NW2ur43tHV7+9EIbAJ85bzHVRUffmHQ24sXGM439077PtsMDfOj2nTywp5f4wMbPn2mheygw4baHPX5ueim6FPO/nb3IkpGQqbKoL3VRX+LCGwiPbub6j53dRDScs6yCqjT9ztNhTsWNUsqulHpJKXVP7OcqpdRDSqm9sb8rE277eaXUPqXUbqXUpXNteCbIngXmkCzMIVmYRfIwRzZn4Q9FuDN2+kkworl/Tw8fvH0X//HAfl5pzb7lkBOz2BZr/0xXD4Mj826ez4JT0wLhCDs7o4sfzKa4AVhaFT81LbWjkEd7bQTCEZ462M+APzThugF/iG8/eoiIhrcdV8dpi6a3d89snLG4DJuCl1u9Rx298gXD/PTpZm64bz9dQ0HW1Bbxm2uO4fRFZXgDYX7wZNOY09O01vzoqWaCYc3Fq6o4aYbFdqokyyJx3k0gFOHe3dHFB6w4fW4u5jpy82/AzoSfbwA2a61XAZtjP6OUWgdcC6wHLgN+oZSyz/G5066wMPk6+CJzJAtzSBZmkTzMkc1ZPLy3F48/xOqaIv7w9mO4cm0NLrviueYBPnPvPh7Yk10rwcWz8AXD7OocxqaOfHCbiXhxs+3w4KRL5Jpkd9cwgbBmaWUh5YWzW1o4vhz0+BWz5upor42/bGvna5sP8oH/28HfX+8kFPtda635wZNNdHqjxcMHNsxLabvGq3A7Oa6hhFBE88SBqU8tA/jawwe5e2c3Dpvi/50yjx+9aTWLKwv5xDmLKS2w80LLIPftPvK6eWhvL6+0eSkvdPCh0xek9TiSSZZF4maeTxzsx+MPsaLazbq6mS1OYbVZFzdKqYXAFcDvEi6+Grgx9u8bgTcnXH6L1npEa30Q2AecNtvnzhS3O7MrWIipSRbmkCzMInmYI1uzCEc0t78Wnaj9tuPqWFheyMffsIibrl3PW9ZH5zbEJ0Bni3gWr7V7CUU0q2qKZjzBHmBBeQHzywoYHAmzo9PsJaHj821mugR0orWxD7HPNXlSWswd7bWxpSk6x2VwJMwvnz3Mh27fyZZGD3ft6OaZRg9FThtfuGApTnv6Z1PEN9S8d/fUBf2BHh8vHh6kyGnjp1ev5t0nNWCPnWJWXeTko2ctAuDXzx2mbXCEPl+QXz93GIB/OX3BrIvPVEiWxZH9brwJix7UpnzxhnSby2/3R8BngcRxtXqtdRuA1rpNKVUXu3wB8GzC7Vpil43R2dnJ9ddfj8PhIBwOc80117Bp0yba29spLi7GbrczMDBAbW0tvb29aK2pra2lo6ODkpJoIF6vl/r6erq6ulBKUVVVRVdXF2VlZYTDYYaGhmhoaKC9vR2n00l5eTnd3d2Ul5cTCATw+Xyj13u9XpYsWUJPTw+VlZX4fD78fv/o9YWFhbjdbvr6+qiurmZwcJBAIDB6vdvtxuVy4fF4qKmpwePxEAwGR6+34phcLhelpaVZd0xDQ0P09fXl1DFla06HDh1i0aJFOXVM2ZxTV1cXfX19OXVM2ZpTc3MzK1euzLpj2u8v5PDACNWFNk6b76axsXH0mC5uCPHgHhv7e3xs2XGQk5bPy4pjCgQCeL1eHt8Z/dC8oiRCd3f3rPreqfOLuHNghEd2dzDP4Tey7w0MDPDy4eipZPOdI/j9/lnlVOLvprbITtdQkPu27eMNK2tTckxdXV2sWbNm0mM61NHLoT4/BXbFP60v5o4Dflo8I3zloQOjnw/fv66YSpemsbEx7X3vxOpyihyK3V3D7Gr34B7pn3BMf32xBYALl5fj8HbRGR57TKsLhzml3sWLHQG++eAeaopdDI6EWVfl4Mz5BbS0tFj2HhEOh+nr65uy79UVO+kcCrKne5hip40VzkGGhgqNey9PRiVbrm7KOyl1JXC51vojSqnzgU9rra9USvVrrSsSbtenta5USv0c2KK1vil2+e+Be7XWtyc+7pYtW/TatWtn3J508Xq9o+EIa0kW5pAszCJ5mCNbs/jk3XvY3jHEv56xgLccWzfh+h8+2cR9u3t45wn1XH/qfAtaOHPxLD78t10c6PXx3ctXzmrODUS/xf7UPXuZX+bij29fZ+S32KGI5i1/fpWRUIS/vvtYKucw+fvml9v54wttnL2knK9cvDwl7Uv22nhgTw/ff6KJ0xeV8fVLVxAMR7hnZzc3vdTO4EiYy9dW84k3LE5JO6brp083c/fObq5eV8Om2ChM3FAgzLtvfh1fMMJv3rp2dAnt8Tz+EB+6fSd9vug8Ipdd8Zu3HsP8soK0tz+Zo71P/ffjjTwU22D0bcfVWXoKXTLbtm17cePGjRsmu26243tnA1cppQ4BtwAXKqVuAjqUUvMAYn93xm7fAiT2joVA6yyfO2MGB7NvEmWukizMIVmYRfIwRzZmsaNjiO0dQ5S47Fy2ZvI9YDaujK4N9Oj+XiKz+ELUCoODg/T5ghzo9eGyK9bPYc7AurpiygsdtA4EOJTiifapsqdrmJFQhEXlBXMqbAAuWV2NTcGzTZ5Z7/cyXrLXRnwfoVNi85ucdhtvObaOP759Hd+4dDkfG1dcZMLla6Ovhc37+hgJRcZcF9+A8/iGkikLG4DyQseYoux9J8+zvLCBo79PxeemKeBNx2TXQgJxsyputNaf11ov1FovJbpQwCNa6/cCdwHXxW52HXBn7N93AdcqpQqUUsuAVcDWObU8AwKBicv4CWtIFuaQLMwieZgjG7O47bUOAK48pga3c/J1fo5tKKG22EmnN8jr7WbPO4kLBAK80hqdg3JsQwkux+znathtijMWRz94b5nh/ieZ8mp79APrXObbxFUXOTljcTlhDQ/uTc1CElO9NsIRzbbYUt0bFo4dWSsrdHDaovLRuSyZtKK6iNU1RXgDYZ482D96udaae3Z2A9HXzNGcuaScD2yYxxvXVPPW4yaOilrhaO9Tpy4qo6rIwaWrq5lnQDE2G6memfUd4GKl1F7g4tjPaK23A7cCO4D7gU1a69TuEJUG2b5nQS6RLMwhWZhF8jBHtmVx2DPC04c8OG2Kq9dPvSmiTSkuXBEdvXlkf2+mmjcnDQ0NvBRbAvrkWZ6OluisJRXAzDd3zJRULCaQ6I2xUbz7d/cwm+kL40312tjXM8zgSJj6EhcLDPsgHR/JTFzx7PWOIQ71+al0Ozh76fSWpH7XiQ188pzFluxpM5mjvU9Vup3c8u7j+OQ5mR8xS5U5Fzda68e01lfG/t2jtd6otV4V+7s34Xbf1Fqv0Fqv0VrfN9fnzYRs3rMg10gW5pAszCJ5mCPbsvjb651o4MKVlUfdFPHCldEVpJ440E8gHEl6WxO0t7ePjgicmIL9RE5aUEqBXbGne5iuSTZntFI4otnRER1Ri+8yP1cbFpZRU+ykdSDAK7HCaS6mem280BLN6JSFpcbNZbpgRSUFDhuvtXtp7o+ejhgftblsTXVGVm5Lh+m+T5mWx0xkZzIZkq3LeuYiycIckoVZJA9zZFMWHn+IB2N710zndJllVW6WVxXiDYR5vtn8DS0HI046vAFKC+ysqJp7LoUO2+icENNOTdvf42M4GGF+WQHVxanZRd5uU1y2euLIxWxN9dp4MTbfZsOCsjk/R6oVu+ycv7wCiI5g9fmCPHmwH5uCK9Zm51wUyK73qdmS4iYJl8tldRNEjGRhDsnCLJKHObIpi4f29jIS1py6sCzppOhE8dGbzfuSb25ogl190RWqTpxfmrI5G2ctiZ6GZFpx82pbdPTjuIbUbrR46epqFPDUwX4G/KE5PdZkr42hQHTvIJuKjoyZ6PJYEfPg3l7+sbObUERz+qJy6kqy57U+Xja9T82WFDdJeDxmvYHlM8nCHJKFWSQPc2RTFk8f6geObFg4HResqEQBzzV78I7M7cNuur0YOyVttss/T+b0xeXYFLzS5mUoYM604VfbUzvfJq6+1MUpC0sJRjSb981trtVkr42XWweJaDimrphi1+SLWVhtbW0RSyoL8fhD/O/LRxbfyGbZ9D41W1LcJFFTk90dOJdIFuaQLMwieaTXXTu6+Meu7mlNqs6WLPqGg+zoGMJpV5y6cPqnA9UWuzh+XgnBsObJQ+Z+QIpozZ7YyE0qi5vyQgfr60sIRTRbM3Bq3nSW3Q5H9OgKdqmab5PojWuiffreOS4sMNlr48X4fBtDR20gOu/k8tjCAqGIZl6s4Mtm2fI+NRdS3CSRD9VttpAszCFZmEXySJ+mPj8/e6aFHz/VzG+3th71w122ZPFMkwdNdBWxohl+Y74xdmraI3P8Jj+dDvT4GAxEqC9xMb8stafgxE9Ne6axP6WPO97gSIh/+r+dfPSO3Rz2jEx6m3BE8+vnDuMNRFcbqy9N/elGZywuo7zQQWOfn11dwzO+/1AgzD07u2nsHNtftNa8cHjs/jam2riyCqc9emrjFcfUYMviifaQPe9TcyHFTRLBYGo2rxJzJ1mYQ7Iwi+SRPg8nfIC/7bVOfvZMS9Jv07Mli/gpaWctrZjxfc9ZVoHTrni1zZvxVcP6fUG2NnsIhJKv1hZfAvrE+SUpX/EpXtw83zyQ1lXjHtrbS+vACHu6h/nYnbvZ2jz2A+lwIMxXHjrAHdu7cNhU2naRd9ptXLIqWtDet2tmCwuEI5qvbz7IT55u5pvP9NKd0F9aB0ZoH4wu+LC6piilbU61skIH7zmxgWPri0eXyM5m2fI+NRdS3CSRbXsW5DLJwhyShVkkj/SIaD26p8s7T6jHaVfcvbObHz7ZRDgyeYGTDVkMBcK83OrFpuDMxTP/xrzYZeeMxeVo4NH9mV1Y4L8fb+JLDxzgvbds56aX2vGMm+TeNjjCH19o5dZXOwE4OQ2nO80rK2BZZSHDwcjo3jKpprXmH7Elh5dVRleo+48HDnDTS+1EtKbTG+CTd+9ha/MAZQV2vnv5Ss5ZVpGWtkB0YQGAJw72HbWwTPSXl44sx93li/DZe/fRMxz9YB2fE3VyChd8SKd3n9TAD960mtICh9VNmbNseJ+aKyluksi2PQtymWRhDsnCLJJHerzePkSnN0hdiZMPbJjH1y9ZToHDxgN7evnuY4cITVLgZEMWW5sHCEU06+tLqHDPbtng0Q09M3hq2oA/xIux05j6/SH+/GIb7735dX7ydDMP7+3l8/ft4//9dQc3v9yBxx9iWVm0CEuHM0dPTUvP6T2vtQ/R7Bmhyu3gZ29ew/87ZR4Af36xjS89sJ+P3bmbg31+FpYX8OOr1nBcQ2oXEhhvcWUhq2rcDAcjPNs0vWPe2uzhppfasSn40oVLWVhip8Uzwmf/sZe+4SAvxJaAPtnwU9JyUTa8T82VFDdJFBendllFMXuShTkkC7NIHukRXx3qwhVV2JTi5AVlfOuyFRQ5bTx2oJ//frxxwn2yIYtnYqekTXd39cmcuqiM0gI7B3r9HOz1pahlyW1p8hDR0cnn/335Sk5fVMZIWHPPzm7+6/FGXjw8iMOuuHBFJd+7YhXfuGAebmd6VuCKn863pdEzrUn/M/WPXdFRm0tjG0W++6QGvnHpCkoL7LzQMkifL8SJ80v48VWrWVBekPLnn8xFM1gGvGMwwHcfi74+3n/yPM5dXsmXzqlnWWUhzZ4RPnvfvtGNQTdk+eT8bJQN71NzJcVNEna7mUsT5iPJwhyShVkkj9QLhCI8cbAfgI0rK0cvP66hhO+8cSVup41H9/exvX3saUmmZxEIRdga+8Y8PndkNlx22+hpUJkavXkqlscbllVwwvxSvn7pCn771rW8cU01xzeU8K9nLODmdx3LDRcs5fh5JTgc6Tt9aFW1m/oSFz0JIxCp4vGHeOpgPwq4fM2RVa1OXVTGz65ew6kLy3jrsbV867KVGT1F6vzlldhUdERm/OmAiQLhCF/ffJDBkTCnLyrj2hPrAagscvGdy1eypKKQxj4/vmCEJRWF1Bbn/p4rpjH9fSoVpLhJYmDA/F2Y84VkYQ7JwiySR+o92+xhKBBmZbWbJeM2uFxbV8xb1tcC8OdtbWOuMz2Ll1oH8QUjrKh201A6t2/8R1dN29+XltGLREOBMNsOD6KAsxJONVtS6eaT5yzme1eu4i3H1lFWeOTDfjqzUEqN7nVy147uo95ea01zv58H9vTwwyeb+Jfbd/LtRw9NOnfroT09BCOaDQvLJqx+Nq+sgG9etoJ/OWMhjgzPU6kscnLKgjLCGh4/MPXoza+ePcye7mHqS1x85rwloyuLDQwMUOl28t3LV7IwNtp06iI5Jc0Kpr9PpUL2z4xKo9raWqubIGIkC3NIFmaRPFIvfupN/AP8eG89ro47tnfxUquXV9u8o5snmp7F07G9ac6ew6hN3Pr6YupKnHR6g7ze7uX4eek7vWhr8wDBiObYhmIqi6Y3TyjdWVy2ppo/b2vj+eYBDntGJj09TGvNb7e28sCeHgZHxm76ebDPT5Xbwb+csXDM7e/dHV2R7IpjzFuVa+PKSp5vGWDzvl6uWjfx9/vEgT7u2dmN06b4j43LxhSb8Tyqipx8/4pVbN7fN7oKm8gs09+nUkFGbpLo7TV3Hf98I1mYQ7Iwi+SRWgP+EM83D2BTcMGKyklvU1rg4Jpj6wD4n4TRG5OzCEc0W2KTwc+exRLQ49mU4sIV05+HMRdPxeYJnTODdqc7i/JCBxcsr0QD9+zsmvQ2Txzs57bXOhkcCVNV5OCcZRV86PQFfPa8JThsittf7+LhvUfa+WqblxbPCDVFTk5flJ7FEObizCXlFDps7OwcnrD3Tr8vyE+faQHgX85YwOrascs7J+ZRWeTkbceNHWkTmWPy+1SqSHGTxFx24xWpJVmYQ7Iwi+SRWo8f6CMU0Zy8oJSqJKME1xxbS4nLzittXl6O7atichbbO4bw+EPML3OxtLIwJY95YWw+0hMH+2e0RPBMjIQibG2OnkYzk6IsE1lcFTs98YE9vfiCY0dmRkIRfre1FYCPnrWQm991LP+xcRlvO66Oi1ZV8ZEzoyM2P3qqiT3d0c0x4wsJXLam2sjlkd1OO2+Iz7XaP/YD8i+2tODxRxc6eNMxNRPua/JrI9/kQxZS3CSRD0N32UKyMIdkYRbJI7WOdkpaXEmBg2uOi47e/HlbG1pro7N4urEfgLOWVKRsY8ullW5WVLsZCoRHC5BUe6FlgJFQhNU1RdSVTH/yeSayWF1TxDF1RXgD4Ql7/tz+Wicd3gDLqwq5Ym3NhN/5lcfUcPnaagJhzX8+dIBDfT6eOuTBpqLFjak2xkYzN+/rHf2Q/ExjP48d6KfAYeOTb1g8af8y+bWRb/IhCylukujo6LC6CSJGsjCHZGEWySN1WgdG2NE5RKHDNq3VxN6yvpbSAjuvtw/xcqvX2Cy01jwTn28zhyWgJzO6583+9Jzq8nTslLQ3LJtZuzOVxZuOiX5QvGtH1+iH/Z6hILe8En3+D5+xcMpRmI+cuZB1dcV0DQX5xF17CEU0py4sm1ERl2knzi+lqshB60CAXV3DDI6E+MnTzQD804Z5zCubfKEKU18b+SgfspDiJomSkvRujCWmT7Iwh2RhFskjdeLLGr9hafm09kgpdtl5W2z05sYX2zK+f0REax7Z18tzTR4GJlmeV2vNwV4f/7OtnQ5vgEq3g2PqUtvGC1ZUooDnmgYYHJl6ieDZCIYjbGmKjgi9YYbzhDL1ujh3eQXlhQ4O9PrZ3jEEwB9faMUfinDWknJOnD/1Qgsuu43/uGgZVUUOhoPR0/qumOSULpPYbUfmWj28t5ffPHeY3uEQ6+qKJ11kIE7ep8yRD1nIbC4hhBB5T2s9ekrahUc5JS3R1etquf21TnZ0DvFaZxEXZPCz6UN7e/n+E02jPy8qL2BdfTErqos40OPjhZYBuoeDo9efu6xydGneVKkpdnHC/BJebvXy1MF+3rh2Zr+ArqEAt7zcwY7OIf751PmckrBj/SttXoYCYZZUFrKwPDXzhFLNZbdx+dpqbn65gzt3dOFy2Hhwby8Om+KDpy046v2ri5x85aLlfPofe6ktdnHqQvOXR964spLbXuvkwT09jIQ1Trvi389dbOQ8IZGfZOQmCa/Xe/QbiYyQLMwhWZhF8kiN19qHODwwQnWRk5OSfNs+XpHLztuPj25U+NftvRmbrKu15rbXOgFYUlmIy65o9ozwwJ5efrGlhfv39NA9HKTK7eCSVVV84YKlfPD0+Wlpy8YZ7F4f1zMc5BdbWvh/t+7g7p3d7O/x8cUH9vPXVzpGf4ezWSUtLpOviyvW1mBT0Y1Gf/RktNh88/raSZeHnswxdcX88e3r+PFVq7OiQFhe5WZpZSEj4WhO7zu5gcUVyYtPeZ8yRz5kMauRG6VUIfAEUBB7jNu01l9RSlUBfwWWAoeAd2it+2L3+TxwPRAGPq61fmDOrU+z+vp6q5sgYiQLc0gWZpE8UuP+3dGVqi5ZXTXjD5hXravh/17t4IAnzGtp3vMl7sXDgzT2+akqcvCLN68B4ECvjx0dQ+zv8bGwooBTF5axvMqdsgUEpvKGpRX85OlmXm330ukNJJ0zMhQIc9O2Nu7e2U0g9uH43GUV1JW4uO21Tn7/fCu7u4b593MWzWmeUCZfF3UlLs5aUsFTh/rZ1+OjvNDBe05qmPFjZAulFBetquJ3W1tZVePm7ccd/Xct71PmyIcsZjtyMwJcqLU+ATgRuEwpdQZwA7BZa70K2Bz7GaXUOuBaYD1wGfALpdTRT2i2WFfX5GvXi8yTLMwhWZgl03mEI5oWjz+nlhMdHAnxxMF+AC5bPfOVqtxOO1fHlgX+6yudqWzalP72evR5rl5Xi9Nuw2m3saa2mLccW8enz1vCtSc0sKK6KO2FDUTnHp25OFqA3BfbhHIqP3yyidtf7yIQ1py9pJxfvWUtX9q4jA+dvoD/vHg5RU4bTx3q559v30l/bOnq5VXuGbcp06+Lq9cdOR3vulPmUewy/iPOnLx5fS2bzlzI1y5eMa0vA+T/DXPkQxazKm50VHxcyxn7o4GrgRtjl98IvDn276uBW7TWI1rrg8A+4LTZNjpTMvGfgpgeycIckoVZMp3Hz59p4Z/+bycfv2sPL7QM5ESR88i+PgJhzUnzS6dc7elorl5Xi8sOz7cMsL9nOMUtHKuxz8cLLYMU2BVXzHCOS7q8OVbc/f31zkkXNwDY3zPMEwf7cdoVP716NV+5eDnLq48ULmcuKeenV69hSUUhvcPRxzh7lktXZ/p1cfy8Ei5YUckbllbwRoOXck4Vl93G1etrqS6eei+oRPL/hjnyIYtZLygQG3l5EVgJ/Fxr/ZxSql5r3QagtW5TStXFbr4AeDbh7i2xy8bo7Ozk+uuvx+FwEA6Hueaaa9i0aRPt7e0UFxdjt9sZGBigtraW3t7e0X0FOjo6Rld/8Hq91NfX09XVhVKKqqoqurq6KCsrIxwOMzQ0RENDA+3t7TidTsrLy+nu7qa8vJxAIIDP5xu9Pv54PT09VFZW4vP58Pv9o9cXFhbidrvp6+ujurqawcFBAoHA6PVutxuXy4XH46GmpgaPx0MwGBy93opjcrlclJaWZt0xud1uGhsbc+qYsjUnv99PX19fTh1TNudks9lobGzMyDFtP3iY+3ZHTxXa3TXMF+7fz8pKJ1ctK+T8dQvp6OjIupza2tq4a3t0E85TqyN4vd5Z53RWg5PHDge58dlDfPD40rQd05+fPQjA+cvK6Os4DAa8nsqDfayrdrKjJ8gfnt7LdSc3TDim374aXU3s3AUu6p1BOjs7J+RUWVrKp09yc8s+By+1DXFsyQgjIyMzPqaSkhJaW1sz2vf+9aQKAoEALc1NRr1HmPC+5/f7R3PMlWPK1pzKy8tpbGzM+mNKWqPM9Vs3pVQF8HfgY8BTWuuKhOv6tNaVSqmfA1u01jfFLv89cK/W+vbEx9qyZYteu3btnNqTSo2NjSxZssTqZggkC5NIFmbJZB6/fLaFv7/exRuWlrO2rphbX+lgYCS6M/sJ80r4j43LKCvMrkU4d3cN8bE791Be6OAv71qPyz77dXa27TrAF5/2oIE/vWMdDaWzGwVKxuMP8Z6bXycQ1vz+bcew6CgTuTNpe4eXT969F7fTxv+8c/2YvrC3e5hNd+ymwK648Z3rqSo6+jf+Ea1nvbqbvE+ZRfIwR65ksW3bthc3bty4YbLr5rxamta6H3iM6FyaDqXUPIDY3/GTj1uARQl3Wwi0zvW5062szPwlGfOFZGEOycIsmcpjwB/ivl3Rb8vec1ID7zi+nj+/cz0f2DCP0gI7r7R5ueml9oy0JZXujR3TRSsr51TYACyrr+SCFZVEdHSH+nS4JzYR//RFZUYVNgDr60vYsLAUXzDC/407/v/Z1gbAm9bVTquwAea0bLW8T5lF8jBHPmQxq3dypVRtbMQGpZQbuAjYBdwFXBe72XXAnbF/3wVcq5QqUEotA1YBW+fQ7owIh8NWN0HESBbmkCzMkqk87trZjT8UYcPCUlZUFwHRZZDfdWID/335KhTwj53ddHoDGWlPKviCYR47EF2++I1r5j53JRwOjy4Lff/uHvp9waPcY2rdQwFGQpExlwXCEe7aEZ0MfM2xdZPdzXLvO3keAHdu7xo9/j1dwzzbNECBw8bbj89Mu+V9yiyShznyIYvZfk01D3hUKfUq8DzwkNb6HuA7wMVKqb3AxbGf0VpvB24FdgD3A5u01sb/doeGhqxugoiRLMwhWZglE3n4QxHu3B79UP2O4ycuI7q82s15yysIRjQ3bcue0ZvHDvTjC0Y4tr6YxZVzHwUZGhpiWZWb0xeVMRLW3Lmje0b3b+73c9NL7Xzw9p28++btXPu/r/OzZ5pHFyh4bH8ffb4Qy6sKOXG+mbuMH1NXzGmLyvCHIvzfq9HRmz/HRm2uXldDpXt6ozZzJe9TZpE8zJEPWczq5Git9avASZNc3gNsnOI+3wS+OZvns0pDw8zWqRfpI1mYQ7IwSybyeGB3Dx5/iDW1RZwwb/IP1e8/ZR5PHOznwb09vPOEOhYYuqN8ovt2RYuPy1K0ulU8i3ecUM9zzQPctaOLdxxfh9s59bLAWmvu2dnNP3b1cKDXN3p5gcPGUCDMXTu6uWtHN2tqi0ZXIbvm2DqjVzx638kNbG0e4K6d3RzbUMLW5gEKHbbRUa1MkPcps0ge5siHLOY85yaXxVdME9aTLMwhWZgl3XmEI5rbYvMn3nF8/ZQfqheWF3LJqmoiGv6cBaM3B3t97Ooapthl59zllSl5zHgWx9YXs66umMGR8FH3fXm2aYCfPtPCgV4fRU4bF6+q4huXLufv7z+eX71lLVevq6HYZWd31zBtgwEq3Q7OX5Ga9qbLmtpizlhcxkgowjc2R1d2e/P6WsozuNiEvE+ZRfIwRz5kIcVNEk5nZobPxdFJFuaQLJILhiM8tLeHG+7bx8N7e9P+fOnO4/EDfXR4AywsL+CsJcl3in/vyQ04bYpH9/dxoMeX9LaZFo5oBvwh2gdH2N8zPDrh/cIVlRQ6UvNfYTwLpRTvPCE6SnHba50Ew5Ep7/P37dF2vPOEem59z3F85rwlnLaoHIdNsbzazaazFnHzu4/lM+ct5uwl5Xz87EVzXvggE+Jzb4IRTZHTxtuOy+wcIXmfMovkYY58yCK71uzMsPLy5P+Ri8yRLMwhWUzOOxLiH7t6uGN7Fz3D0YnUuzqHOG1RWVqXR05nHlprbn21A4C3H1d31J3I60pcXHFMDXds7+LGF9v4z0uWp61tU9nfM8zW5gG6vEG6hgKxP0EGRyaf5nn52tRtuJiYxemLy1hSWUhjn5/N+/omPfXtYK+Pl1u9FDpsvPP4OlxTFFmFDhsXr6rm4lXZsznkqpoizlpSzjONHt68vjbjS4TL+5RZJA9z5EMWUtwk0d3dTXFxsdXNEEgWJpEsxgqGI/zxhTb+sasbXzD6Df3SykLsNsX+Hh+3vdbJP506P23Pn848nm8Z4ECvn6oiBxtXVU3rPu86oZ77dvewpcnDzs4hjqnLXF8ZHAnxmX/swxuYWMgooqu7FbtsFDntFLvsnDCvZHTlt1RIzMKmFNeeUM93H2vkr690cPGqqgnF4R2xRRouWV1FSUHu/Xf8qXMXc3aThwtWTK/vpJK8T5lF8jBHPmSRe++mKZQP1W22kCzMIVkcobXmJ08388Ce6OlnJ80v5e3H13HKglJ2dQ3zb3ft4c4dXbz1uLq0zTdIVx7hiOaPL0RXubpmfd20T4WqLHLy5vW1/PWVDv70QhvfvXxlWto3mdte7cQbCLOy2s0lq6upLXZSW+KitthJeaFjTvumTMf4LM5fXsmfX2zj8MAITx7sHzNXZsAfYvO+aL+5el1tWttlldICh2WjTfI+ZRbJwxz5kIX5J+5aKBDInv0acp1kYQ7J4ojbXuvkgT29FNgV37tiFd+9fCUbFpahlOKYumJOXViGLxjhttipXemQrjzu293D/h4fdSVOrlo/sw/fbz+ujiKnjZdaB3mxZSAt7RuvbzjI32MjIR87exFvXl/L2UsrWF1TRKXbmfbCBiZmYbcp3hGbe3PLK+1orUevu293D4GwZsPCUuM248wF8j5lFsnDHPmQhRQ3Sfh8Zk2IzWeShTkki6hnGvv53dZWAD57/lKOn2SJ5PedHF1y844d3fTNYUPHZNKRx4A/xB9fiB7bh05fMOMJ92WFDq49Mfqh/pfPHiYU0Ue5x9zd8koH/lCEMxaXZfRUuESTZXHxqiqqi5wc6PXzXHO00AtH9OhmnG9Zb+ZmnNlO3qfMInmYIx+ykOImiXxYCzxbSBbmkCxgX/cw3360EQ18YMM8zllWMent1tYVRzd0TNjQMNXSkcefXmxjcCTMifNLOGdpxawe45pj65hfVkBTv390bkm6dHoD3LMzumfNdafMS+tzJTNZFi77kZXCbn45Onrz9KF+uoaCLCwv4JSFpZluZl6Q9ymzSB7myIcspLhJIh/WAs8WkoU58j2LnqEgX37wACOhCBetrOTaE5JvTPi+2Iftu3d00Tec+tGbVOexv2eYe3d1Y1PwkTMXznqzSJfdxr+esQCAm7a10ZuGY4/7y0vtBCOa85ZXpHSBgJmaKovL11ZTVmBnZ+cwr7R5R4u9N6+vzcjpcvko39+nTCN5mCMfspDiJgmXy2V1E0SMZGGO2WbR1OdnR8dQiluTWQP+EF956ADdw0HW1xfziXMWH/XD/+qaIs5cXM5IWPPXNMy9SeVrQ2vNz59pIaLh6vW1LK10z+nxTl9czumLyhgORvj9861zeqymPj/PNnkIjzvF7bBnhAf29GBT8P6TrRu1gamzcDvtvOXY6OjNT55u5vWOIYqcNi5amflVxPKF/J9hFsnDHPmQhRQ3SZSWyukCppAszDHTLILhCH96oZUP/W0nn7h7T9YWOPu6h9l0x272dA/TUOriKxctm/YKYvG5N/fs7B7dAydVUvnaeGR/H693DFFR6EhZofDhMxbitCke2ts7q+y11vz99U4+/PddfPnBA3zo9p08tr+PSGxy/p+3tRHR0bktVk/MT5bFVetqKHLaaPGMAHDZmmqKXPZMNS3vyP8ZZpE8zJEPWUhxk0RPT4/VTRAxkoU5ZpLFgR4fH7tzD//7cgfxL9x//3zrmFWjMi2iNb957jBffnA/333sED99upk/PN/KLa+0s7XZM+lu8g/v7eUTd++hwxtgdU0R37tiFRXu6e/yvLKmiLOXlBMIa/6yLbWnBBwtj0AowuZ9vXR6k6+QMxwI89uthwG4/rT5FKfog/eC8gLeGptz8vMtzRNGXpLx+EN8+cEDo4sSVBQ6aPaM8K1HD/Hhv+3ib6938tj+Phw2xXtPsnbUBpJnUVrg4E2xJZ8Vubv8synk/wyzSB7myIcsZJ+bJCorK49+I5ERkoU5ppNFOBLd2f5/trUTimjmlbr4yJkL+e/HG3mt3cvzLQOctsiatfa3Ng9w22tTT+4vLbBz9pIKzltewbENJfxuayt3xla2unR1FR87a9GUO8kn8/5T5vFsk4d7dnVz7vIKTpyfmm/PjpbHn15s47bXOrErOH9FJW87rm7MvJSeoSAP7Onh/j099A6HWFtbxMXT3LBzut51Yj0P7+1lb7ePB/b0cPnamqPe59U2L9959BDdw0FKXHb+/dzFnL6ojIf29vKXl9o51OfnV89Gi7Er1lZTX2r9qRZHy+KaY2t5tsnDifNKmFdWkKFW5Sf5P8Mskoc58iELKW6S8Pl8lJWVWd0MgWRhkqNl0dTv578fb2R31zAAbzqmhn8+bT5up51rT2zgN88d5vdbWzllQdmEHdsz4W+vd462a21dEcOBCEOBMAMjIV48PEhjn5/7Yx/2nTZFMKJx2BQfOXMhV6ytnvUE+2VVbt5zUgN/3tbO959o4lfXrE3J6EiyPEIRzUN7oxtFRjRs3tfH5n19nDS/hPOWV/Jc8wDPNXlGR9XqS1x88pzFKZ/k7nba+eDpC/j2o4f4w/OtvGFpBWVJNjW9Y3sXv3o2OvdnXV0xn79g6WjxcvnaGi5aVcUDu3u4+eUOIlpz7YlmrP5ztNdGpdvJb996TAZblL/k/wyzSB7myIcspLhJwu/3W90EESNZmGOqLCJa8/fXu/jjC60EwpqaYiefOmcxpyw88iZ61TE1/P31Tg72+Xl0fx8XpXiE4Gj29wzzcqsXt9PGBzbMo6Rg4lvgoT4fTxzo57EDfbR4RqgucvLli5alZO+Ua09s4NmmAfZ0D/PrZw/z7+cunvNjJnttbG324PGHWFJZyNcvWc7ft3dx364eXmr18lKrFwC7gjcsLeeNa2o4eUFp2grO85dX8I+dJbza7uXnW1r4/AVLJ73dzs6h0cLmXSfU8/5T5k1ok8tu403rarnimBpCET3tuU/pJu9T5pAszCJ5mCMfspDiJol8WAs8W0gW5pgsi9aBEb73RCOvt0cnjF+6uooPn7FwwsiEy2HjulPm8b0nmrjxxTbOXV6R0Q+mf3s9fnpZ9aSFDcDSSjdLT3HzvpMbaPGMUFXkTNn8E4dN8ZnzFvORO3Zz/54ezl5azumL53Z6XrLXxoN7oqM2l6yqoqG0gH89YyHvPamBe3f18ErbICfMK+WSVVVUFk1//tBsKaX45DmL+fDfd/Ho/j7OXlrOucvGnh7hD0X478cbiWh423F1fODU+Ukf06YULrs5SynL+5Q5JAuzSB7myIcszPi6y1D5sBZ4tpAszDE+iycO9PHhv+3i9fYhqtwOvnbJcj517pIpC4KNK6tYWllIR8LGi5nQOxzksf19KKL7ixyNUopFFYUpK2zillS6+UBs75sfPtnEgD80p8eb6rXR5wvyXJMHm4r+zuNKCxy884R6vnXZSt55Qn1GCpu4BeUFfPC0aMHyk6eaJ+z788cXWmnxjLCkopD/Z+FmnLMl71PmkCzMInmYIx+ykOImicJCa5cVFUdIFuZIzGLAH+IHTzbhD0W4YEUlv3nrMZxxlJEIu03xgQ3RD7g3v9zBUCCc1vbG3b2zm2BEc+aScuZbPJn7LcfWcWxDMb2+ED97pnlOjzXVa+PR/X2ENZy6sIyqDBYwR3PlMTWcNL+UgZEwP3qqeXTlvFdaB/n7613YFHzm/CWzWrTBavI+ZQ7JwiyShznyIYvs+98jg9zuuW1gJ1JHsjBHYha3v97JcDDCSfNL+fwFS5NOEk90xuIyjq0vxuMPJV25LFVGQpHRUaL4ssRWstsUnz53CYUOG48d6OeJA32zfqzJXhtaax7cE13u85LV1bN+7HSwKcWnzl1MkdPGliYPD+/rZTgQ5ntPNAHw7hMbWF1TdJRHMZO8T5lDsjCL5GGOfMhiVsWNUmqRUupRpdROpdR2pdS/xS6vUko9pJTaG/u7MuE+n1dK7VNK7VZKXZqqA0invr7Zf+AQqSVZmCOehccf4o7t0Tks183wFCKlFNfHTk+67dUOdnamd2PPzft68fhDrKpxc2z93BcGSIX5ZQV86PQFAPzq2cP4grMbwZrstbG/x8eBXj+lBXZOX2zeqjh1JdGlwQF+/kwL33uiiQ5vgJXVbt59UvaeDy7vU+aQLMwieZgjH7KY7chNCPiU1voY4Axgk1JqHXADsFlrvQrYHPuZ2HXXAuuBy4BfKKWM35q5utqsbzzzmWRhjngWt73WiS8YYcPCUtbNomBYX1/CJauqGAlrvnD/fvbElo5ONa316EIC1xxbN+ulnNPh8rXVrK4pons4yP+9evQRrAF/iFfbvNy9o4ufPt3M1zcfpDU08Vu4B2PLP1+4osqYlcTGu3hVFWcuLmc4GOGpQ/04bYrPnr8EhwXLg6eKvE+ZQ7Iwi+RhjnzIYlarpWmt24C22L8HlVI7gQXA1cD5sZvdCDwGfC52+S1a6xHgoFJqH3AasGUujU+3wcFBSkpKrG6GIPuziGjNy62DDPjHfjtf4LBx8oJSCrJofsHg4CAhewF3xkZt3n/y7Cd+f/KcxaMfbm+4bx/fvXwlq1J8StILLYM09fupKXJy7rKKlD72XNmU4l/PWMAn79nLra92cNmaaupKJm5Gub3Dy3891kjbYGDCdc8c6uezOLhgRXTRgGA4wiP7Yqukrc7sUtszoZTi396wiO23exkYCXPdhnksrczu0yWy/X0ql0gWZpE8zJEPWcx5KWil1FLgJOA5oD5W+KC1blNKxU9uXwA8m3C3lthlY3R2dnL99dfjcDgIh8Ncc801bNq0ifb2doqLi7Hb7QwMDFBbW0tvby9aa2pra+no6BgNyuv1Ul9fT1dXF0opqqqq6OrqoqysjHA4zNDQEA0NDbS3t+N0OikvL6e7u5vy8nICgQA+n2/0eq/XS2lpKT09PVRWVuLz+fD7/aPXFxYW4na76evro7q6msHBQQKBwOj1brcbl8uFx+OhpqYGj8dDMBgcvd6KY3K5XFl5TENDQzQ2NmblMZWWlvLrF7t5tHHyU6+WVbj499OqKNSBrDmmx/cO4w9FOK7GybJyB42NjbPue586ex7eoSFe7gryuXv38u8nl3Di0vppHZNvJICrvIY9ze0MaRf9IxE8Qz6Kiorx+XyA5vXeCAAXLS1ioL/PuNfTgkIXp9a7eL4jwM+e2M/164vG5NTli/Afj7TiDWoK7DC/2MHymmKq7AH6QnYePujl24820jng56yaMNs6AgyMhFlYYqfa5qe7e9jo94hPnFzKQU+QK1aW0djYmNXve11dXZSXl8t7uQHHFAgEaG1tzaljyuacurq6qKqqyqljytacwuEwjY2NWX9MSWuT+Eo1s6GUKgEeB76ptf6bUqpfa12RcH2f1rpSKfVzYIvW+qbY5b8H7tVa3574eFu2bNFr166ddXtSbWRkhIICa1dVElHZnMVtr3Xym+cO47IrzlhcTuJJN7u6hunwBqgpcvK1S5az0qKJ1M82edh2eJC3HVc36chBovb+IT54xz5GQhF+dvUaVtfOvc3BcISvbz7Is00DlBc6+K/LV7Ksaupv8UdCEb6x+SDPtwwQmcZbWIHDxl+uXT/tBQ8yrWMwwD/dtoNgWPOjN60ePc3POxLiE3fvpanfz6kLy/jaJcsnbGh587bD/HFb9JS2dx5fx6E+P881D/Avpy8wYvGEfJLN71O5RrIwi+RhjlzJYtu2bS9u3Lhxw2TXzfp/eqWUE7gd+IvW+m+xizuUUvNiozbzgPhJ5C3AooS7LwRaZ/vcmdLe3s6SJUusboYge7PY0ujht88dBuAz5y3hvOVjNy30+EP850MHeL1jiE/es5cvXLCUM5fMbVPHmQiEIvxm62Hu2hFdSezBPT185MyFXLyqasq5Kf+ztYmRUIQzFpelpLABcNptfGnjMr728EG2Ng/wuXv38YM3rWJh+cQlK7XW/OipJp5rHkABVUUOaotd0T8lToqdE6fznTi/xNjCBqC+1MXbjqvj5pc7+OWzLfz4qtVoDd945BBN/X6WVBbyhQuXTihsAM6qDlF73hK+/0Qjf43N27EruHBl5YTbivTK1vepXCRZmEXyMEc+ZDGr/+1V9FPP74GdWusfJFx1F3Ad8J3Y33cmXP6/SqkfAPOBVcDW2TY6U/JhubxskY1Z7O8Z5tuPHkITXU1sfGEDUF7o4DuXr+SHTzaxeV8fX33oAB88bT5vPS79E9+b+v1865GDHOj147Ap1tYW8XrHEN97oomnDvXziTcsnrA/Ss9wkMda/MDc5tpMxmW38eWNy/jyQwfYdniQG+7bxw+uXD1hJOlvr3exeV8fhQ4bP75qddIRnmxy7Qn1PLC7h91dwzyyr48dnUNsOzxIeaGDr1+yfMrNRN1uNxctqaK80MHXNh9kJBThtMXlVLrN2dsmX2Tj+1SukizMInmYIx+ymO1XmWcD7wNeU0q9HLvsC0SLmluVUtcDTcDbAbTW25VStwI7iK60tklrnZmd++bA5Up+eo7InGzLonc4yJcfPIA/FOHCFZW8+8T6KW/rstv47HlLWFheyI0vtvGbra34w5r3pmlJXK01D+3t5afPtDASijC/zMUXLlzGqmo3m/f18fMtLTzbNMAHb9/Je09qQANd3gBdQ0EO9PoIRuCsJeVpOYXO5bDxlYuW8fn79rOjcyhW4KyiIvZBfdvhAX679chIWK4UNgBup51/OnU+33uiiR8/3cxIKILTrvjqxctoKJ36FIL4a+PURWV874qV3PZqJ+86MXuXU85m2fY+lcskC7NIHubIhyxmu1raU8BUXytvnOI+3wS+OZvns4rH46GiosLqZggyn0VEa7Y0elhZXUR96czeCNoGRvjWo4foGgqyrq6Yfz9n8VFHYZRSvOekBuaXufjOo438+cU2VlS5U36K2p6uYW58sY3nWwYAuGBFJR8/e9HoqMBFq6o4YX4JP3yyiRdaBvnls4cnPIZDpX7UJpHbaefrly7n0/fs5WCfny/cv5//vmIVAyMhvvnIISIa3nViPecYtvJZKly0qoo7d3Sxt9sHwKfOWcz6+uSr2iS+NtbUFvPFjcvS3UwxBfk/wxyShVkkD3PkQxZzWlAg1UxbUGBoaIjiYjM2/Mt3mc4ivghAicvOf2xcxkkLSpPevtMb4PEDfTx+oJ893dH9WupLXPzk6tUzPj3ollfa+cPzbRQ5bfzkqjUsrpw472Sm9nUP8z/b2tnS5AHA7bSxKcncGq01D+7t5fnmASrc8TktTmpLXFQ5wyyoTv+8oJ7hIJ+6Zw+tAwGOayhhKBDiQK+f0xeV8dWLJ06szxW7Oof46kMHePOxtVx7wtFHYOR9yhyShTkkC7NIHubIlSzSsqBAPvB4PDnRAUw1HAjT4hmZcPmC8oIJ8wsymUX74Ag3vtgGgDcQ5gv37+NjZy/i8rU1Y26ntWZLk4dbX+lkR+eRZZ7dThtnLC7nulPmzWrewzuPr2dft48nDvbzlYcO8NOrV1NSMPOX6kgowqttXu7b3c1Th6JFTYHDxtXranj78fWUJ5lgr5Ti0tXVXLp64mZfra2tQPqLm+oiJ99+40r+/e69vNbuBWBheQGfO39JzhY2AGvrirnlPcdN+/byPmUOycIckoVZJA9z5EMWUtwkEQwGrW5Czmrx+Pnk3Xvx+EMTritx2fnImQvZuLJydFQhU1lorfnp09G5KOcuq6Ch1MWtr3byo6eaafGMcP2p87Ep2No8wI0vtrGvJ3r6UIHDxhmLyjhveSWnLiqb06acSik+de5imvv9HOzz853HGvnPaY5UtHj8PN88wPMtA7za5iUQjo7MuuyKNx1TwzuOr6eyaG4TzTP5uphXWsC337iCT9+zl7CGr160fFaFXi6T9ylzSBbmkCzMInmYIx+ykNPSksiVtcBNM+AP8fG79tA6MEJ9iYuywiOjNL5gZHQ05+wl5Xz8DYuodDszlsVj+/v41qOHKHHZ+d3bjqGqyMl9u3v4yVNNhDVsWFjK4EiY3V3RU8+q3A7eeUI9l62pxj3JEsRz0TYwwkfv3M3gSJh3nVjPBzbMn/K2Wmt+u7WV217rHHP5ymo3py0q403H1FJdnJrVs6x4XQwHwoQi2ujlnK0i71PmkCzMIVmYRfIwR65kIaelzVI+rAWeafHNGlsHRlhZ7eb7V64aUxRorXlgTy+/eraFpxs9vN4xxMfOXsgS20DasxgcCfGLLS0AfPC0+aPLIL9xTTXzSl18ffNBXmgZBKJLOL/zhHquPKaGwjmM0iQzr6yAL164lC/cv5+bX+6gocTFG8edGhd3+2ud3PZaJw6b4pxlFZy6sIxTFpTOeZRmMla8LoqmWAZZyPuUSSQLc0gWZpE8zJEPWUhxk0Sun5OYaVprfvJ0M6+0eakqcvCflyyfMNqhlOKyNdWcNL+U7z/ZyMutXr6x+RAblxbz2cU6rXu//G5rK/3+EMc2FHPpmrFzTU6cX8qPr1rNH19oY01NEW9aV5PykZrJnLygjH85fQG/fPYwP3yqmX5/iGtPqB/ze3h0fx+/2RrdE/cz5y3mghVVaW2TvC7MInmYQ7Iwh2RhFsnDHPmQRXq+cs4Rdrt8W5xKt73WyQN7eimwK7528Qpqi6deYrm+1MV33riSj561kAK7YvOhIR7a25u2tkUn3vfgtCk+cfZibJMUUQvLC/mPjct4xwn1GSls4t5ybB0fPWshCvjjC238YsthIrHTSV9pHeR7jzcC8M+nzU97YQPyujCN5GEOycIckoVZJA9z5EMWUtwkMTAwkPHnDIYjBEJj/4Qj5syLmq0tjR5+Fx9dOH8Jq2uPvgGkTSmuWlfLx85eBMDPt7TQOjBxdbW5GAlFeL55gB891QTAtSfWp2Tp5VS7al0tX9y4FKdNceeOLr79yCH2dg/z1YcPEoxorl5Xy9uPq8tIW6x4XYipSR7mkCzMIVmYRfIwRz5kIaelJVFbW5ux5/IFw/xiSwsP7e1lfC1T6LDx3pMaeOtxdVm5BO5hj5/vPHYIDXxgwzzOXVY5o/tfvKqKZw718UzTIP/1WCPfv3LVrH8PWmtaPCM83zLAC+NWFFtUXsA7T6if1eNmwrnLKikrcPDVhw7w+MF+njzUT0TDG5aW8+EzFqT1lL1EmXxdiKOTPMwhWZhDsjCL5GGOfMhCipskent7KSo6+gjDXO3rHuZbjx6ixTOCApz2sR9S/aEIv3u+lWcaPXzmvMUsKLdmZCGiNVozo8IiEI7wzUcO4QtGOG9ZBdfOonhQSnHtShd7up3s6Bzif19u530nz5v2/YcDYV5uG+SF5kGebxmgwxsYc/2qGjcbFpZx1bpaXHazBzNPnF/K969cxRfv30+vL8T6+mI+d/7SjBa9mXpdiOmRPMwhWZhDsjCL5GGOfMhCipsk0r1MttaaO3d089vnDhOMaJZWFvLFC5eypNI95nZbmz388MlmdnQO8eG/7eL60xZw1bqaSeeFpEunN8BXHzpAs2eEMxZH93M5bWEZrqOsFPbb51rZ1+NjXqmLT5yzeNajC8VOxWfOX8IN9+7jLy+1s2FhGcfUJZ8UNxwI870nGnm2aYBQwnBYWYGdUxaWRVcUW1g6q402rbSiuoifXL2GLY0eNq6snNOeOrNh0vLxQvIwiWRhDsnCLJKHOfIhC9nnJgm/309hYXpGSQb8Ib7/ZBNbGqM7x1+5toZ/OWPBlB9U48sUb97XB8AJ80r44oVLqcjAB/PdXUN85cED9PrGbrhZ5LRxxuJyLl5VxckLSicULk8f6uc/Hz6Iw6b40ZtWT2uezVTiWfz2ucP832udzCt18cu3rE26RPCPn2riH7t6sClYW1vMhoWlnLqojJXVRVl5ep8p0vm6EDMneZhDsjCHZGEWycMcuZJFsn1uzD4Hx2IdHR1Jr+8eCnDrKx3ct6ubHR1DDAXC03rc/T3DbLpjN1saPRS77Hxp41I+/oZFSb+BLy1w8Lnzl/Lli5ZRXujglTYvn/nHPnqG07vT7BMH+/j0PXvp9YU4YV4Jv3zLGv751PmsrHYzHIzwyP4+Pn//fm64bz8He32j9+v0BvjBk9FJ+tefOn9OhQ0cyeK6DfNYUe2mbTDAT55unvIbiOebB/jHrujqZ79481p+dNVq3nvyPNbUFkthM0dHe12IzJI8zCFZmEOyMIvkYY58yEJOS0uipKRkyutebRvkG5sP0e8fO5pRU+xkeZWbi1ZWcc6yigkfpB/e28uPn2piJKxZXVPElzYupaF0+jvFvmFpBcfUFXPDffto7PPzqXv28l+Xr6SuZOpllWdDa80tr3TwxxfaALhsdTUfO3shTruNFdVFvOOEeg57Rnh0fy9/e72Ll1oH+de/7+KyNdW896QGvvXIIQZHwpy+qIxrjp375LV4Fi67jc+fv5RNd+zikf19VBU5+eBp88eMGg2OhEYLq+tOmcfyavekjylmJ9nrQmSe5GEOycIckoVZJA9z5EMWUtzMkNaaO7Z38evnDhPRcGxDMXXFLhr7/TT1++keCtI9FGRr8wD1z7u45thaLl1djcth4zfPHeaO7V0AXLq6io+dteioc1YmU13k5HtXrOLz9+1jX4+PT92zl+9evpL5ZdMvkpLp8wX5xTMtPH6wHwVcf9p83n5c3YTTzhaUF/Dek+dx1bpa/mdbO3fv7OLeXT3cv7uHiIaaIiefPm9JylfxWlxZyH9ctIyvPHiA217rpLTAzrtObBi9/hdbWugZDrKurpi3Zmh5ZCGEEEIIYT0pbpLwer1UVx/Zqd4fivCjJ5t4ZH903ss7jq/jAxvmj47OhCOatsERth0e5O+vd3F4YIRfPnuYP29rp77EyYFePw6b4iNnLuSKtdVz+tBfXujgvy5fyRcf2M/OzuHRAmdxxezPo4xozX27e/j91la8gTAFDhs3nL+Es5dWJL1fWaGDTWct5E3ravjd1sM82zSATcENFyylvDA1XWx8FqctKudz5y/l248e4o8vtFHisvOmdbU8dbCfzfv6KHDY+Mx5S+QUtDQYn4WwluRhDsnCHJKFWSQPc+RDFrKgQBLxSVeBUIStLQPctK2dA70+Ch02Pn3uYs5dPvV+LRGtebbJw22vdvJ6xxAQHXH5j43LWFeffJWvmRgOhPnKQwd4pc1LeaGDr1+ynLVJVhHb2uzhpcODzC8rYEmlm6WVhZQVOjjY6+PHT0VXZAM4ZUEpHzt70axGg3bEjjeVxznVBLh7dnbzk6ebUcCHz1jA/77cgccf4qNnLeSqdbm/lrsVcmUyYq6QPMwhWZhDsjCL5GGOXMki2YICMnIzhUA4wkPbW9gx6GBLo4fhYASABWUFfOXiZSytTD6Pw6YUZy2p4KwlFezsHOLl1kEuXV1NVVFqVzcrctn5+qUr+NrDB3ihZZBP/2Mvnz1/yYSNMsMRzR9faOXWVzsnPEaV24HHHyKsodLt4MNnLOT85RWzHllKZVET19XVxaJFiyZcfuUxNXgDIf7wfBu/fPYwACfNL+XKY2pS3gYRNVUWwhqShzkkC3NIFmaRPMyRD1lIcTOJu3d08YcX2sasfraqxs15yyu5Ym0NxUmWH57MMXXFR92TZS4KHTa+dskKfvp0M/ft7uEbmw/xgQ0jXHtCPUopPP4Q33rkIC+1erEpuHpdLcPBMIf6/DT2+en1hVBEC4V/2jCPkgLzukWyQuvaExrwjoS59dVOipw2PnXu4ozuAZRvUj2HSsyN5GEOycIckoVZJA9z5EMWs/4Uq5T6A3Al0Km1PjZ2WRXwV2ApcAh4h9a6L3bd54HrgTDwca31A3NqeRqVux0MBcIsrSjggpVVnLuskgXlqZmsny4Om+ITb1jEovICfru1lT++0EaLZ4Qr1tbwrUcP0ukNUlHo4Esbl3H8vCMrZUS0psMbwGFT1BandsW1VKqqqkp6/fWnzmdldRGLKwpTvnKcGOtoWYjMkjzMIVmYQ7Iwi+RhjnzIYi773PwJuGzcZTcAm7XWq4DNsZ9RSq0DrgXWx+7zC6XUzIY/Muj0ReX87m3H8MVTi3nXiQ3GFzZxSinednw9X7l4GQUOGw/t7eUTd++h0xtkbW0Rv3jLmjGFDURPn5tXWmB0YQPRYdRklFKcv6JSln3OgKNlITJL8jCHZGEOycIskoc58iGLWRc3WusngN5xF18N3Bj7943AmxMuv0VrPaK1PgjsA06b7XOnW4HDxuKKQsrKyqxuyqyctaSCH165iprY/J4r1lbzvStXUWN4AZNMtmaRiyQLs0ge5pAszCFZmEXyMEc+ZJHqyRX1Wus2AK11m1IqvsnIAuDZhNu1xC4bo7Ozk+uvvx6Hw0E4HOaaa65h06ZNtLe3U1xcjN1uZ2BggNraWnp7e9FaU1tbS0dHx+imRF6vl/r6erq6ulBKUVVVRVdXF2VlZYTDYYaGhmhoaKC9vR2n00l5eTnd3d2Ul5cTCATw+Xyj1wcCAZxOJz09PVRWVuLz+fD7/aPXFxYW4na76evro7q6msHBQQKBwOj1brcbl8uFx+OhpqYGj8dDMBgcvT6dx+Qc6ua/LppHS7+PeQVhdChIY0s7LpeL0tLSrDumSCTCwMDApDll6zEl63smH1N7eztATh1TNuc0MDDAwMBATh1TtubU3t5OQUFBTh1TtuZkt9vx+Xw5dUzZnFN/fz9FRUU5dUzZmpPL5aKxsTHrjymZOS0FrZRaCtyTMOemX2tdkXB9n9a6Uin1c2CL1vqm2OW/B+7VWt+e+HimLQXd2NjIkiVLrG6GQLIwiWRhFsnDHJKFOSQLs0ge5siVLJItBT2XOTeT6VBKzQOI/R1fd7gFSFx3biHQmuLnTrmGhoaj30hkhGRhDsnCLJKHOSQLc0gWZpE8zJEPWaS6uLkLuC727+uAOxMuv1YpVaCUWgasAram+LlTLn76jbCeZGEOycIskoc5JAtzSBZmkTzMkQ9ZzLq4UUrdDGwB1iilWpRS1wPfAS5WSu0FLo79jNZ6O3ArsAO4H9iktQ5P/sjmuOOOO6xugoiRLMwhWZhF8jCHZGEOycIskoc58iGLuayW9i6t9TyttVNrvVBr/XutdY/WeqPWelXs796E239Ta71Ca71Ga31fapqfXn/729+sboKIkSzMIVmYRfIwh2RhDsnCLJKHOfIhi1SflpZTQqGQ1U0QMZKFOSQLs0ge5pAszCFZmEXyMEc+ZDGn1dJSbfPmzV1Ao9XtiOvt7a2pqqrqtrodQrIwiWRhFsnDHJKFOSQLs0ge5sihLJZs3LixdrIrjCpuhBBCCCGEEGK25LQ0IYQQQgghRE6Q4kYIIYQQQgiRE6S4mYRS6jKl1G6l1D6l1A1WtyefKKUWKaUeVUrtVEptV0r9W+zyKqXUQ0qpvbG/K61ua75QStmVUi8ppe6J/SxZWEQpVaGUuk0ptSv2GjlT8rCGUuqTsfeo15VSNyulCiWLzFFK/UEp1amUej3hsil//0qpz8f+T9+tlLrUmlbnpimy+O/Y+9SrSqm/K6UqEq6TLNJksiwSrvu0UkorpWoSLsvJLKS4GUcpZQd+DrwRWAe8Sym1ztpW5ZUQ8Cmt9THAGcCm2O//BmCz1noVsDn2s8iMfwN2JvwsWVjnx8D9Wuu1wAlEc5E8MkwptQD4OLBBa30sYAeuRbLIpD8Bl427bNLff+z/kGuB9bH7/CL2f71IjT8xMYuHgGO11scDe4DPg2SRAX9iYhYopRYR3X+yKeGynM1CipuJTgP2aa0PaK0DwC3A1Ra3KW9ordu01tti/x4k+uFtAdEMbozd7EbgzZY0MM8opRYCVwC/S7hYsrCAUqoMOBf4PYDWOqC17kfysIoDcCulHEAR0IpkkTFa6yeA3nEXT/X7vxq4RWs9orU+COwj+n+9SIHJstBaP6i1jq85/CywMPZvySKNpnhdAPwQ+CyQuIpYzmYhxc1EC4DmhJ9bYpeJDFNKLQVOAp4D6rXWbRAtgIA6C5uWT35E9A0xknCZZGGN5UAX8MfYaYK/U0oVI3lknNb6MPA9ot+CtgEerfWDSBZWm+r3L/+vW+ufgPjm7ZJFhimlrgIOa61fGXdVzmYhxc1EapLLZL3sDFNKlQC3A5/QWg9Y3Z58pJS6EujUWr9odVsEEB0pOBn4pdb6JGAIOe3JErG5HFcDy4D5QLFS6r3WtkokIf+vW0Qp9UWip5v/JX7RJDeTLNJEKVUEfBH48mRXT3JZTmQhxc1ELcCihJ8XEj3dQGSIUspJtLD5i9b6b7GLO5RS82LXzwM6rWpfHjkbuEopdYjo6ZkXKqVuQrKwSgvQorV+LvbzbUSLHckj8y4CDmqtu7TWQeBvwFlIFlab6vcv/69bQCl1HXAl8B59ZFNFySKzVhD9EuaV2P/lC4FtSqkGcjgLKW4meh5YpZRappRyEZ1sdZfFbcobSilFdE7BTq31DxKuugu4Lvbv64A7M922fKO1/rzWeqHWeinR18EjWuv3IllYQmvdDjQrpdbELtoI7EDysEITcIZSqij2nrWR6PxAycJaU/3+7wKuVUoVKKWWAauArRa0L28opS4DPgdcpbUeTrhKssggrfVrWus6rfXS2P/lLcDJsf9PcjYLh9UNMI3WOqSU+ijwANEVcP6gtd5ucbPyydnA+4DXlFIvxy77AvAd4Fal1PVEP1i83ZrmCSQLK30M+Evsi5cDwAeIfkkleWSQ1vo5pdRtwDaip9y8BPwGKEGyyAil1M3A+UCNUqoF+ApTvDdprbcrpW4l+mVACNiktQ5b0vAcNEUWnwcKgIei9T/Paq0/LFmk12RZaK1/P9ltczkLdWSkUAghhBBCCCGyl5yWJoQQQgghhMgJUtwIIYQQQgghcoIUN0IIIXKWUupPSqmHU/A4S5VSWin1hlS0SwghRHpIcSOEEDlGKdWglPIrpdpjS6vP9P4PK6X+lIamZQWl1D6l1FfHXdwMzCO6qbAQQghDSXEjhBC555+AfwA9RDebzFqxleGmfXm6aK3DWuv22L42QgghDCXFjRBC5BCllA34IPAn4EbgQ+OuP6SU+tK4y36nlHos9u8/Ed235brYaVhaKXV+7Lo1Sql/KKW8sT93K6VWjnusU5RS9yulBmK32aqUOj3h+uuUUjuUUiNKqRal1DeUUo6E6x9TSv1eKfV1pVQbcDjhlLD3KKXuVUoNAd+K3f5apdTLsZGqQ0qpHyilipP8fk5WSt2nlOqMte/52J4co89PdOO7ryQc/9LJTks72u9DKfX/lFIhpdTZSqltSqnh2POdMnWCQggh5kKKGyGEyC2XAMXAfcD/AOcrpZbP4P7/BjwJ3Er0NKx5wDNKKTfwIFAInBf7UwLcHx9FUUqtB54A+oALgZOAHxL7v0YpdQXwh1i7jgM+BWwiui9GoncAtUSLrAsTLv8u8L+x+/5cKfX/gF8C3wfWAe8HLgJ+leT4yoBbiO4FcTLRPc3uUkqtjl1/DXAo9pjx428e/yDT+X3E2IBvE/29nhz73dyaWNAJIYRIHXlzFUKI3PIvwF+01iGgLTaZ/p+JboZ7VFprj1IqAPhiu1gDENsYsRY4RWvdHbvsWqKFwLXAn4EbgH3Ae7TWkdhd9yY8/A3A7Vrrb8d+3qOUagC+o5T6utY6ELu8DfhI/DGUUktjl/9aa31TQpseBT6vtf6f2EUHYpswP66U+rjWum+S43ts3EVfUkq9ieiGj9/UWvcqpcKAd9zxj3+od0/j9wGggE9orbfFbvNlYAvR0aHd4x9UCCHE3MjIjRBC5Ail1DzgSqKno8X9CfhACkYK1gM74h/kAbTWHUQ/oK+PXXQKsDmhsJnsMZ4Yd9njREc/ViRc9uIUj7E1/g+lVC2wBPhBwmlhXqIjVgArJ7k/SqlapdQvlFK7lFL9sfusjz3WTEzn9wGggVcSfj4c+7t+hs8nhBBiGmTkRgghcsf1RN/XXxg30mAHrgL+BkSIjiYkmu6KanqSy9S4yye7TbLHUJNcPjTFfRMvj38592/Ao5PctmWKx/gTsBj4LHAQ8BE9TW02CxRM5/cR0VqHJ7mPfLkohBBpIG+uQgiRA2ILCfwz0Yn2J477cxNHFhboBOaPu/tJ434OEC2IEm0H1iulahKesx5YHbsO4EXgolhbJrOd6NyUROcSLTAOTHGfScVGSZqBNVrrfZP88U9x13OBX2it79Jav0b0FLjxc5ImO/7JjuVovw8hhBAZJsWNEELkhsuIjkj8Wmv9euIf4I/AxbG5Kw8D71RKXRJb7euHTDwl6yBwilJqhVKqJrZXzv8CXcBfYyuOnUJ0xOMw8NfY/f4LWAX8RSm1IXb/tyulzoxd/23grUqpG5RSq5VS7wC+Cnw/Yb7NTHwR+LhS6ktKqWNjx/NmpdSvk9xnN/AepdRxSqkTgZuZWMgcBM5WSi2OHf9k/1dO5/chhBAiw6S4EUKI3PAvwHNa66ZJrnuc6Afxfya64tg/iH4AfxLwAP837vbfB7qJzhXpAs7WWvuIrsQ2QnTezONETxO7LF6YxEZCzic60f5x4GXg00A4dv29RPfguQ54nehKar8A/nM2BxxbSOAdwBVE5+M8T7RYOpzkbh8g+n/fVuAO4P7Y/RJ9BSgnWgh1ES0axz/3UX8fQgghMk9pfbTTo4UQQgghhBDCfDJyI4QQQgghhMgJUtwIIYQQQgghcoIUN0IIIYQQQoicIMWNEEIIIYQQIidIcSOEEEIIIYTICQ6rG5Doscce0wUFBVY3QwghhBBCCGGo4eHh7o0bN9ZOdp1RxU1BQQFr1661uhmjOjs7qaurs7oZIo9InxNWkH4nrCD9TlhB+l1u2LZtW+NU18lpaUn4fD6rmyDyjPQ5YQXpd8IK0u+EFaTf5b6UFDdKqT8opTqVUq9Pcb1SSv1EKbVPKfWqUurkVDxvujU0NFjdBJFnpM8JK0i/E1aQfiesIP0u96Vq5OZPwGVJrn8jsCr250PAL1P0vGkRjmiebfLwu2cO8myTh3BEW90kkSfa29utboLIQ9LvhBWk3wkrSL/LfSmZc6O1fkIptTTJTa4G/qy11sCzSqkKpdQ8rXVbKp4/lcIRzefv38euzmFGQhEeaDzE2roivn3ZSuw2ZXXzRI5zuVxWN0HkIel3wgrS74QVpN/lvkzNuVkANCf83BK7zDjPtwywq3MYfyiCBvyhCLs6h3m+ZcDqpok8UFpaanUTRB6SfiesIP1OWEH6Xe7L1Gppkw15TDjXq7Ozk+uvvx6Hw0E4HOaaa65h06ZNtLe3U1xcjN1uZ2BggNraWnp7e9FaU1tbS0dHByUlJQB4vV7q6+vp6upCKUVVVRVdXV2UlZURDocZGhqioaGB9vZ2nE4n5eXldHd3U15eTiAQ4MX9vYyEImPaNRKKsKO1n2UFfvx+/+j9CwsLcbvd9PX1UV1dzeDgIIFAYPR6t9uNy+XC4/FQU1ODx+MhGAyOXp+pY/L5fKPXu1wuSktL6enpobKyEp/PJ8dk0DGFw2F6enpy6phyMadcO6b29nbWrFmTU8eUiznl2jG1trZSXFycU8eUiznl2jH5/f7RdufKMeViTkc7pqRFR/RMsbmLnZZ2j9b62Emu+zXwmNb65tjPu4Hzx5+WtmXLFm31UtDPNnn41iOH8CcUOIUOG1+4cClnLC5P+/OHI5rnWwbY1+NjZbWbUxeWyelweWRgYICysjKrmyHyjPQ7YQXpd8IK0u9yw7Zt217cuHHjhsmuy9TIzV3AR5VStwCnAx4T59sAnLqwjLV1Rbzc6gWihc3auiJOXZj+F8L4+T4FseeW+T75w+fzyZuuyDjpd8IK0u+EFaTf5b5ULQV9M7AFWKOUalFKXa+U+rBS6sOxm9wLHAD2Ab8FPpKK500Hu03x7ctWjv78hQuXZqy4kPk+wu/3W90EkYek3wkrSL8TVpB+l/tStVrau45yvQY2peK5MiGxkMnEqWhx+3p8k8732d/jy2g7hHVk/X1hBel3wgrS74QVpN/lvkytliamYWW1mwLH2EgKHDZWVLstapHINFl/X1hB+p2wgvQ7YQXpd7lPihuDxOf7xGVyvo8wQ2FhodVNEHlI+p2wgvQ7YQXpd7lPihuDWDnfJy4c0Tzb5OGml9p5tslDOJKa1fTE9LjdMkonMk/6nbCC9DthBel3uS9Tq6WJabJqvg/Iam0m6Ovrk1VcRMZJvxNWkH4nrCD9LvfJyI0YJau1Wa+6utrqJog8JP1OWEH6nbCC9LvcJ8WNGJVstTaRGYODg1Y3QeQh6XfCCtLvhBWk3+U+KW7EKFmtzXqBQMDqJog8JP1OWEH6nbCC9LvcJ8WNGCWrtVlP1t8XVpB+J6wg/U5YQfpd7pPiRoyyerU2WalN1t8X1pB+J6wg/U5YQfpd7pPV0sQYVq3WJiu1RckSlcIK0u+EFaTfCStIv8t9MnIjjCArtUW5XC6rmyDykPQ7YQXpd8IK0u9ynxQ3wgiyUluUx+OxugkiD0m/E1aQfiesIP0u98lpacII8ZXa/AkFTj6u1FZTU2N1E0Qeysd+F45onm8ZYF+Pj5XVbk5dWJZXp8CaIB/7nbCe9LvcJ8WNMEJ8pbaXW72ANSu1mfBhx+PxUFxcnNHnFMKqfmfVa07m+JlB3u+EFaTf5T4pboQR4iu1vfEPLwPRldoyWVyY8mEnGAxm7LmEiLOi31n5mkuc4wdj5/hlciGVfCfvd8IK0u9yn8y5EcYYv1JbJosKUxY0kPX3hRWs6HdWvuZkjp8Z5P1OWEH6Xe6T4kYIrP+wE9/j53fPHMzbPX6EdazY98HK11x8jl+iTM/xk329ZL8RYQ3pd7lPTksTAmsXNBh/es4DjYfk/H+REfE5L682hzheeTJ6KqiVrzmr5/iZchqs1WTeg7BCPvQ7rTUa0AnfmeiEy9GxnxNuT+z2etxjxC+32xTFLnsGWj93UtwIgbUfduT8f2GF8R+w79nnzegHbCtfc1bP8ZPXfJTdnh0flERuiH9YV8pGKKLHFADxD/4A8UHUya6PFwaR2N+ahNtM8jOxnyN64u1J/JuxxYVOePzEy4/8W48WKLGbHnm+NA0CF7vsrKwpSs+Dp5gUN0Jg7YedZKfnZOqDjgkrxYnMsvoDttUFxvg5fplkwmveBAMDA1RWVlrdDDEDEa3HftiP/Tsy7pt/rfVokRCZoiiIJHzAjyR8WJ+qqEgsIKKPO7YISHy80fsktDNupLeHghFn2n5HwnpS3AgRY9WHHav3+DHhFJl8Lq6sOnYTPmBbWWBYyerXvClqa2utboJRIuOLhVgxML6ImPI2HCkAIrFv8HXiB/9JLj9SQExdIETSPCKQac6SCqubINJMihshLGb1+f9Wf4NvdXFlZWFl5bHLB2zrWP2aN0Vvby9FRdaf5hIvGEb/ZvKCYvz1kQmFhB4dTUi8Pl40jD4GkxcvIjNCwwO4XIVWN0OkkRQ3QljM6tNzrP4G38riyurCyspjlw/Y1rH6NW/KSKme4hN9YjER0RN/1kAkoscUGRNuoyE8WqBownqy207dBpG7JPPcJ8WNEAaw8vQcq7/Bt7K4snrUyspjt/oDdr6z6jWfqoJ+tPCIaMIJRUP8skhCcRG9PFpgRLQmEon+HbSXsKtzaEKxIp89RTo5S2SeV66T4kaIPGf1N/hWFldWj1pZXVjm65yXfKPjhUVsb53xBf3OziEe2tvLCfNKJi1C4oXKkVGR1BQgI73dFFTJhoois4KDvdLvcpwUN0LkOau/wbeyuLK6uLC6sBTmCyeMjIQjmnDkyCjI6L8jR4qPcCThtgkjKXFbmwfG9HeAkZBme4eXeaWujB6bvUDmd4nMk36X+6S4EUJY+g2+lcWV1cWF1YWlSL94QRKKFRvRn6PFSFxjn29CQRIvXFJ9itaCsgJcdkUgfOSBXXbF/NKC1D6REEJYRIobIYTlrCquTCgu5NQw88ULlHhxEi1Ukl8en4syneKk3xdK/0HErK0rYnFFIft6fEC0sFlcUcjausytWhbRml2dwzR1eFhc72BtXRE2JQW9yIzwiA9HsbzX5jIpboQQeU2Ki/wQHjNyEi1C4toGR4jEi5PYqEpohgVKtrApxQdPm8/n7tsPwHtObMhocRHRmt9ubaWp308grHG1tbO4opAPnjZfChyREc7SKqubINJMihshhBBZYbICJX7ZaDESYewpYLG/kxUonYOBzB2EARKLiHX1xRl97l2dw6OFDUAgrGnq97OrczjjbRH5Kejto6Cy3upmiDSS4kYIIUTGjD+VK65rKHDkutjoydi5KrI/RS44PDAyZr4PRAuc1sERKW5ERigZIcx5UtwIIYSYtvHFSeLoyfjCJHElr6NNkG/1jGT2QIQlTFjQID7n5/DACAvKCmTOT55xFMlqlLlOihshhMgT8f1OjhQek42czK44EWI6rF7QYMKcn9jzy5yf/BH09ss+NzkuJcWNUuoy4MeAHfid1vo7464/H7gTOBi76G9a66+l4rmFECIfaD1x/5KxoyjE9j+ZbAQltg9KZOrKREZORCZYvaCBzPkR9sLMrQworDHn4kYpZQd+DlwMtADPK6Xu0lrvGHfTJ7XWV871+YQQIhslnro1pkhJ2E+xxeMnklCUjClakhQmQmQTKxc0sHrOj5wSZz0diRz9RiKrpWLk5jRgn9b6AIBS6hbgamB8cSOEEFkpWWEy9SlcMz+dq2comP6DESKPWTnnR06JM0Mk4Le6CRmXb0V1KoqbBUBzws8twOmT3O5MpdQrQCvwaa319hQ8txBCJJU4z2SqifBxB3t9Ms9EiBxm5ZwfOSXODM6yaqubkFH5WFSnoriZ7Dcz/qPANmCJ1tqrlLocuANYNf5OnZ2dXH/99TgcDsLhMNdccw2bNm2ivb2d4uJi7HY7AwMD1NbW0tvbi9aa2tpaOjo6KCkpAcDr9VJfX09XVxdKKaqqqujq6qKsrIxwOMzQ0BANDQ20t7fjdDopLy+nu7ub8vJyAoEAPp+PhoYjE828Xi89PT1UVlbi8/nw+/2j9y8sLMTtdtPX10d1dTWDg4MEAoHR691uNy6XC4/HQ01NDR6Ph2AwOHr9VMcU19PTk9Jjam9vx+VyUVpamvSYEo89Vcc03ZziGhsbU3pM081psufPVN9LfO5UHtN0c0p8/lS/nqaTU+Lzjz+mtrZ2XIWFOJxOPB4PZRXVDA54CIaClFbV0t/dhaPAjVaKkWEvztJK/IMeIhGNo7iC4GAv9gI3EN2d2llaRdDbh1JqzMo5Pd3dRAJ+nGXVBAd6UHY7dncJIa8Hu7sEHQ4SCYwcud7hxF7gJjQ0gKOolEhwhEgwMHq9zenC5iwgNDyIo7iM8IgPHQoeud5VgLI7R58/4OlCh8MJ1xeibDbC/mGcJRWEhgfQWuMsqTzqMQW9/dgLi9CRSNJjiouEgik9prDPi6OknLDPm/SYRp8/GEjZMU03p7jgYG9Kj2m6OcWFhgdSdkzTzSlupLc9pcc03ZwSnz/Vr6ej5fT+lTa+HPsVvGNVIesX1hDs60h732vpZdJT4lp6B1nhzEzfGxnsZW9/mPaAk3pngGMaSlFaW/K+l+rX03RzigQDOIpLM3pMOAvY0xficL+PRdWlrCgKoCCl7+VT5fR6Sy9N/SNji+o+H9sbO1jXUDrtYxryDtM4pDL+2WiqzxHJqLnuG6CUOhP4qtb60tjPnwfQWn87yX0OARu01t2Jl2/ZskWvXbt2Tu1JlUt+9xIAD/7zSXn13FY/vxx77h57fOQkvm9JdNPFIxsu/r9bo2ey/vItazI+cvKZe/cB8N+Xr0zvExn4/HLscuxWyMfn39ExxF9ebp9wStx7TmzI2HwfK7/BN+XUqICnC1d5bcaez+rf+0N7e3lwb++Eyy9dXcVFK6um/TjFLjsra8xZjGHbtm0vbty4ccNk16Vi5OZ5YJVSahlwGLgWeHfiDZRSDUCH1lorpU4DbEDysksIYaTRAmXMBouT7Aw/7vrpFijekXB6D0AIISxg9TLYVp4WZ/UH/HgbdnUO09IXYaF/KGPFldWnI5qwt1Smzbm40VqHlFIfBR4guhT0H7TW25VSH45d/yvgbcC/KqVCgA+4VstW00JYKqLHFilx7YMjE4qV6ChL9N/yyhVCiJmzehlsK1eKs/oD/sTiypux4srqFfqsLqqtkJJ9brTW9wL3jrvsVwn//hnws1Q8lxBicomjJYl/prpsqqWFOwYDk14uhBBibqxcBtvKb/Ct/oBvZXFl9ciJ1UW1FVJS3AghUi98lAIlFNaE9JHrkm3QKIQQIr9Z+Q2+1R/wrSyuTBg5sbKotoIUN0JkkNaaYEQTDB8pUAKRCKGEN90dHUOEIho5c1MIIUSqWPkNvtUf8K0srvJx5MRqUtwIkQIRHS1UooVLhFAkoYiJFTLxy48mGJbdk4UQQqSeVd/gW/0B3+riKt9GTqwmxY0QSUT0kVGWYDhCMDKxiIkXL0IIIYSYnJUf8K0urkRmSXEj8paOFS6BcIRA7O+43V1DBMNTT7oXQgghRPaQ0ZP8IcWNyGnBeOESOlLAxIuZYDgy5bLG/qCcGiaEEEIIkW2kuBFZLRSJFi4j4ciRUZjQkdEYmZQvhBBCCJE/pLgRRgtHjhQqI6HIkZGY2N+y/LEQQgghhIiT4kZYTmvNSFjjC4ZHL9vTNUwgHJE5L0IIIYQQYtqkuBEZFQxH8AUj+EOxP7F/jz99LLHQEUIIIYQQYjqkuBFpEdEafzCCb7SACeMPTm+fFyGEEEIIIWZDihsxZyOxURhfMBz7O5J0JTIhhBBCCCHSQYobMW2hiMYfDCeMxkT/yKR+IYQQQghhAiluxJT6hoNjCplgWPZ+EUIIIYQQ5pLiJs+FI3r0lDJfMHpKWVxTv9/ClgkhhBBCCDEzUtzkkXAkutyyLxTBF4jgC4UZCcncGCGEEEIIkRukuMlRoXghE4yOygwHIwRCclqZEEIIIYTIXVLc5ID43jG+YITh2IplUsgIIYQQQoh8I8VNlgmEogVM4qllobCcVyaEEEIIIYQUNwYbO9FfNsEUQgghhBAiGSluDKC1Ht38MnG1st2dQxa2SgghhBBCiOwixU2GRbTGH4xETytLWH5Zy5JlQgghhBBCzIkUN2kU0Xr0lLJ4EeMPSSEjhBBCCCFEOkhxkyatAyN0DwVkDxkhhBBCCCEyxGZ1A3JVKKylsBFCCCGEECKDpLgRQgghhBBC5AQpboQQQgghhBA5QYobIYQQQgghRE6Q4kYIIYQQQgiRE6S4EUIIIYQQQuQEKW6EEEIIIYQQOUGKGyGEEEIIIUROkOJGCCGEEEIIkRNSUtwopS5TSu1WSu1TSt0wyfVKKfWT2PWvKqVOTsXzCiGEEEIIIUTcnIsbpZQd+DnwRmAd8C6l1LpxN3sjsCr250PAL+f6vEIIIYQQQgiRKBUjN6cB+7TWB7TWAeAW4Opxt7ka+LOOehaoUErNS8FzCyGEEEIIIQQASms9twdQ6m3AZVrrf479/D7gdK31RxNucw/wHa31U7GfNwOf01q/kPhYv//7Q/rrzwXm1B4hhBBCCCFE7vr9xYUvbty4ccNk16Vi5EZNctn4imk6txFCCCGEEEKIWXOk4DFagEUJPy8EWmdxG9Y1lPDS59amoEmp0djYyJIlS2Z136Y+P32+YIpbJHLdSG87BVUNVjdD5Bnpd8IK0u+EFaTfzU6xy87KmiKrmzFq27ZtU16XipGb54FVSqllSikXcC1w17jb3AW8P7Zq2hmAR2vdloLnTqv6+nqrmyDyjLO0yuomiDwk/U5YQfqdsIL0u9w35+JGax0CPgo8AOwEbtVab1dKfVgp9eHYze4FDgD7gN8CH5nr82ZCV1eX1U0QeSbo7bO6CSIPSb8TVpB+J6wg/S73peK0NLTW9xItYBIv+1XCvzWwKRXPlUlKTTZVSIj0kT4nrCD9TlhB+p2wgvS73JeSTTxzVVWVDF2KzHIUlVndBJGHpN8JK0i/E1aQfpf7pLhJQk5LE5kW9PZb3QSRh6TfCStIvxNWkH6X+6S4SaKsTKp7kVn2QnNWIhH5Q/qdsIL0O2EF6Xe5T4qbJMLhsNVNEHlGRyJWN0HkIel3wgrS74QVpN/lPilukhgaGrK6CSLPRAJ+q5sg8pD0O2EF6XfCCtLvcp8UN0k0NMgmTyKznGXVVjdB5CHpd8IK0u+EFaTf5T4pbpJob2+3ugkizwQHeqxugshD0u+EFaTfCStIv8t9Utwk4XQ6rW6CyDPKbre6CSIPSb8TVpB+J6wg/S73SXGTRHl5+azvW+i04bTLr1fMjN1dYnUTRB6SfiesIP1OWEH6Xe5zWN0Ak3V3d1NcXDyr+9aVuKgrcREMR/AFY39CYXzBCIGQrNQhJhfyerBXua1uhsgz0u+EFaTfCStIv8t9UtwkMZeRmzinPTqCU1Z45LJwRDMcDMeKnujfI1LwCOQbJWEN6XfCCtLvhBWk3+U+KW6SCAQCaXlcu01RWuCgtODIZeGIxh+KjCl6RkIRtE5LE4ShdDhodRNEHpJ+J6wg/U5YQfpd7pPiJgmfz5ex57LbFMUuO8WuIxPdIlrjC0bwB2NFTyj6by0VT86KBEasboLIQ9LvhBWk3wkrSL/LfVLcJGH1Pjc2daTgqSa6cpvW8RGeCP5gOPp3KEIkIgVPLpD194UVpN8JK0i/E1aQfpf7pLhJor29nSVLlljdjDGUUriddtxOO4wreKIjPBH8sYULwlLwZJ3gQA8FVbJ5rMgs6XfCCtLvhBWk3+U+KW6ScLlcVjdhWhILnsqEy0dic3jip7X5gxFCUvAYTTlkbyWRedLvhBWk3wkrSL/LfVLcJFFaWmp1E+akwGGjwGGDhBUPA6EIvtCRVdp8wQjBsKzUZgp7gSxPKTJP+p2wgvQ7YQXpd7lPipskenp6KCnJrSUDXQ4bLoeN8sIj0ctePOYIDQ1gLyiyuhkiz0i/E1aQfiesIP0u90lxk0RlZeXRb5QDptqLJz6PxxeKntLmD8k8nnRzFGX3aKHITtLvhBWk3wkrSL/LfVLcJOHz+SgrK7O6GZYYuzT1kfNTA6FokeOPndrmD0VkP54UigRHsBcWW90MkWek3wkrSL8TVpB+l/ukuEnC7/db3QTjxE9rSyz5IlozMjrKc2S0JxSWimemIsH0bBwrRDLS74QVpN8JK0i/y31S3CRh9T432cI2xWptoYjGn7D5aHzER/bkmZqsvy+sIP1OWEH6nbCC9LvcJ8VNEibuc5NNHDZFSYGDkoIjl2mtCYT16Clt0dPboiu2yaltsv6+sIb0O2EF6XfCCtLvcp8UN0kUFhYe/UZiRpRSFDhUdInqBKMLGMTm8IyEIgTDmkA4vxYxsDmzY28lkVuk3wkrSL8TVpB+l/ukuEnC7Za10DNl7AIGY4Uj0SInECt2AqGEf4d1Tp3mZnMWHP1GQqSY9DthBel3wgrS73KfFDdJ9PX15e1qaSax2xRumx33FJsKhyI6VvAkFkBHih+dRee7hYYHZRUXkXHS74QVpN8JK0i/y31S3CRRXS2TzrKBw6ZwuOwUMXHUB6KblE4seqKXmTbXx1EsxbTIPOl3wgrS74QVpN/lPilukhgcHKSkpMTqZog5im5SCsWTFD9aa4IRTTAcXc46EI7O9QlF4pdH5/xkqgAKj/hk52SRcdLvhBWk3wkrSL/LfVLcJBEIyFrouU4phcuucNmZdL4PRAugUKwASix64pcFI5pQWBOKzH0USIeCc3sAIWZB+p2wgvQ7YQXpd7lPipskZJ8bAdECyGlXOCevfUbFi6DxRU8wkjAadJQiSNbfF1aQfiesIP1OWEH6Xe6T4iYJ2edGzERiETTV4gdxodjoz/iip7u9k5KaeQTDmnBEE9aZOyVO5C/Z90FYQfqdsIL0u9wnxU0SshS0SBeHTeGYZAU450gpddVHzgXWWhPWjM79CSX8Gf9z/DIphsRM2VyyNKrIPOl3wgrS73KfFDdJuFyy0ZPIrPF9TimFQ4HDdpRz4hIkFjrRooiEAigSu47Rn6UYEsp+lKFGIdJA+p2wgvS73Den4kYpVQX8FVgKHALeobXum+R2h4BBIAyEtNYb5vK8meLxeKioqLC6GSKPpKLPRUeFVOynoxdF4UlGg8Kx+UOR0cshpGOnysX+iNwR9nlxuGVlSJFZ0u+EFaTf5b65jtzcAGzWWn9HKXVD7OfPTXHbC7TW3XN8voyqqamxugkiz1jR5+w2hd2mmMlAffx0uVBkbMEztgBiQqEkc4jM5Cgpt7oJIg9JvxNWkH6X++Za3FwNnB/7943AY0xd3GQdj8dDcbHsYisyJ1v63JHT5dTRbzxOeJJRongxNPrv0b+jt5fCKL3CPi92l8wxFJkl/U5YQfpd7ptrcVOvtW4D0Fq3KaXqpridBh5USmng11rr38zxeTMiGJS10EVm5UOfi48UzcboqNC44meyAimixxVMcirdlHQ4bHUTRB6SfiesIP0u9x21uFFKPQxMtmbeF2fwPGdrrVtjxc9DSqldWusnxt+os7OT66+/HofDQTgc5pprrmHTpk20t7dTXFyM3W5nYGCA2tpaent70VpTW1tLR0cHJSXR8ye9Xi/19fV0dXWhlKKqqoquri7KysoIh8MMDQ3R0NBAe3s7TqeT8vJyuru7KS8vJxAI4PP5Rq+32Wx4vV56enqorKzE5/Ph9/tHry8sLMTtdtPX10d1dTWDg4MEAoHR691uNy6XC4/HQ01NDR6Ph2AwOHq9FcfkcrkoLS2VYzL0mKqqqmhsbMypY0pXTgOTHFNB7JjqpzimiIbBwUGqamvp6epGK0VRWQX9Pd0UFJUQDofx+4YpqqjB29cFNgd2dwkjA33Y3CVEQkEigRGcZdUEB3pQDif2AjehoQEcRaVEgiNEgoHR621OFzZnAaHhQRzFZYRHfOhQ8Mj1rgKU3Rk9B7yknLDPiw6HE64vRNlshP3DOEsqCA0PoLXGWVJJcLAXe0H028fwiA9naRVBb190VK2ojKC3H3thEToSIRLwH2mz3Y7dXULI68HuLkGHg+hImEgomFPHlIs55doxKbuDkd72nDqmXMwp147J5iok6O3LqWPKRE5D3mEah5QxnyOSUXoO53kopXYD58dGbeYBj2mt1xzlPl8FvFrr742/bsuWLXrt2rWzbk+qNTY2yj43IqOkz5ltdERIHxlFGvOzjp9Cx4TRI5NPrRvpbZd9H0TGSb8TVpB+NzvFLjsra4qOfsMM2bZt24sbN26cdIGyuZ6WdhdwHfCd2N93jr+BUqoYsGmtB2P/vgT42hyfNyOyYe6DyC3S58xmtynsKOaykOhoEaTHnmYXiZ9CFy+E4kWRnni6XaoLJJurMLUPKMQ0SL8TVpB+l/vmWtx8B7hVKXU90AS8HUApNR/4ndb6cqAe+LtSKv58/6u1vn+Oz5sRdvv09xYRIhWkz+W+eIE0F4nzjCJjRo2SzDkaV1AlUjbbnNojxGxIvxNWkH6X++ZU3Gite4CNk1zeClwe+/cB4IS5PI9VBgYGqKystLoZIo9InxPTMVogzbIW1npsUXS4uYe6KndC0SQr14n0C/uHcRSVWd0MkWek3+W+uY7c5LTa2lqrmyDyjPQ5kQlKKeyK0VXr5jfUUVQ4s/8OJh09kuJIzICzpMLqJog8JP0u90lxk0Rvby9FReZMnhK5T/qcsMJs+t1cR4/GF0ehhOJodNPXWJEUiowtlKQwyg2h4QFcMv9BZJj0u9wnxU0Sc1lJTojZkD4nrGBFv5tLcTR2b6Mjo0LxTWHjhVFowu2kMDKJvN8JK0i/y31S3CQhpwiJTJM+J6yQbf0u1YXR+JGh8LhRIzmVLj2cJTK/UGSe9LvcJ8VNEh0dHbLniMgo6XPCCvnU7+ZcGCWcOpc4apRYHIXGXZ6O5btzQXCwV/YbERkn/S73SXGTRHx3VSEyRfqcsIL0u+mx29ToIgwzFS90xp4ql2RvozELMOTmqTTxXdmFyCTpd7lPihshhBAizeKFkWuW949Mtq/RJHscRRIKp4g+snpd/HIhhMh1Utwk4fV6qa6utroZIo9InxNWkH5nPptS2Oxz2/wVJq5SF4kVSZF44RQrkEavixVNOuG2Y24zh4IpPOLDUVw+52MSYiak3+U+KW6SqK+vt7oJIs9InxNWkH6XP+a6hPdk4vOKxhRL0yiaArW12BwONGPvo8f8W0abRGo5S6usboJIMylukujq6vr/7d19dFx3fefxz1eS9eAHKZb8oDiOHZpk4wZ2CTROQ9tlQ12oSXdPaHbpgdKe0E0J2Zq2dOluE7q7ZA8tabdLy6FloQXSpC0P5RxCyGlDCA2kwDYBN8aBEJyNkziOkUeSJUdPlixr9Ns/5o4ykuXxg0b3e/P7vV/n+Fhz752536v5aGa+c+/9XV144YXeZSAhZA4eyB2WYq5hOkvPPz+oCzeed9rlyrNBQfMbnmozFBY2Rao0TrNaOG/hfbKfs8dVkGZVWY5+Km4nxo+qbS1f6MSM5qYOs6UfAgCcDTIHD+QOHs40dy8O4pBPTquNULXxCTVNUe20eT+H+Q1VtYGq7pUKNQ1YqC6nF5upoGxeCNl09lotF17v4kdzU0d3N7sukS8yBw/kDh6Kmjsz04unN/l+EF7YSC3cw7Sw2apOn5WyZU9uvmobrLmfpZPmVR+j2qCppobKeisLvNR6sJaVnd4lYJnR3NQxODiYzLUfUAxkDh7IHTyQu9NrMqvpr4q5xyGEmuZIJzdeWjCv2ijVNmxBNfeVTtl4SeHFxmpB4zWvadPJtVTnT068oBXt579kmzOcHs1NHZ2ddPfIF5mDB3IHD+QuDmZWabsK3oRVHW1dp7Vr51/ba2HTNa8pWnD7TJav3WtWWX5+41WdJs1vDKsN24uPO//+qp2m+fepfex595m3HdV7KuqmjuamjnK57F0CEkPm4IHcwQO5g4fFcjf/UESp6A1ao9TuKZPmN28vNk6Vf00eBZ6jl1KtuZuYmPAuAYkhc/BA7uCB3MEDuXuRmanJbO4iwy3ZvxXNTWptblJrS5PaWprU3lL5+aXipVOpg97eXu8SkBgyBw/kDh7IHTyQu/jR3NRRKpW8S0BiyBw8kDt4IHfwQO7iR3NTxz333ONdAhJD5uCB3MEDuYMHchc/mps67r77bu8SkBgyBw/kDh7IHTyQu/jR3NQxMzPjXQISQ+bggdzBA7mDB3IXPwsFGuj6wQcfHJT0nHcdVcPDw+u6u7uPeNeBdJA5eCB38EDu4IHcRWPrjh071i82o1DNDQAAAACcKw5LAwAAABAFmhsAAAAAUaC5WYSZ7TSzJ81sv5nd4l0P0mBmB8zse2a218z+2bsexMnM7jCzATN7vGZat5l9xcyeyv5f61kj4nOK3N1mZj/MXvP2mtm1njUiLmZ2oZl9zcx+YGbfN7PfzKbzehc5mpsFzKxZ0kckvVHS5ZLeamaX+1aFhLwuhHBFCOFK70IQrTsl7Vww7RZJD4YQLpX0YHYbaKQ7dXLuJOlPste8K0II9+VcE+I2I+k9IYQflXS1pF3Z5zle7yJHc3OyqyTtDyE8E0KYlvRZSdc51wQADRFC+Lqk4QWTr5N0V/bzXZLelGdNiN8pcgcsmxDC4RDCnuznMUk/kHSBeL2LHs3NyS6Q9HzN7UPZNGC5BUkPmNmjZnaTdzFIysYQwmGp8oFA0gbnepCOd5nZd7PD1jg8CMvCzC6S9CpJ3xKvd9GjuTmZLTKN8bKRh58MIbxalUMid5nZa70LAoBl9FFJF0u6QtJhSR90rQZRMrPVkj4v6d0hhFHverD8aG5OdkjShTW3N0vqc6oFCQkh9GX/D0j6giqHSAJ56Dez8yUp+3/AuR4kIITQH0IohxBmJX1cvOahwcxshSqNzadCCHdnk3m9ixzNzcl2S7rUzF5mZq2S3iLpXueaEDkzW2Vma6o/S3qDpMfr3wtomHsl3ZD9fIOkLzrWgkRUP2Bmfl685qGBzMwkfVLSD0IIf1wzi9e7yFkIHHG1UDYc5YckNUu6I4Tw+74VIXZm9iOq7K2RpBZJnyZ3WA5m9hlJ10haJ6lf0vsk3SPpc5K2SDoo6c0hBE7+RsOcInfXqHJIWpB0QNI7q+dCAEtlZj8l6RuSvidpNpv8XlXOu+H1LmI0NwAAAACiwGFpAAAAAKJAcwMAAAAgCjQ3AAAAAKJAcwMAkTGzt5vZzFne5zYz279cNcXMzB4ys0804HGuMbNgZpsbURcApIjmBgCWmZndmX1oDWY2Y2bPmdnHzKxniY+7OXvMaxbM+ltJFyzlsU+z3h8zs7KZ7VnCY+w3s9saWNZLSpaDty+Y/E+SzhfXVgOAc0ZzAwD5+IYqH1wvkvQbkv69pL861wfLrsO1qBDCZAih/1wf+wy8U5Wry19kZlcu43pycarfZb3f8XIIIUyHEErZRS0BAOeA5gYA8lH94HoohPBFVa6ltdPMOszs9dmhTcNmNmJm/2hm867Wnu2h+Q0z+7SZjUj6lKTns9lfy+YfyJadd1iama01s78xs4NmNmlmT5rZe7KL3J2V7GKzb5X0F5I+K+mmRZYJZvZLC6b9g5ndmf38kKSLJb2vZo/WRdm8q83s61mdR7Pt3bDgsX7GzL5hZsdqfl8XZ/PMzH7bzJ4xs2kze9rM3r3g/gfM7PfM7P+Y2ZCk/1tzSNjPmdk3zWyqum1m9utmts/MpszsKTP7XTNrqfM7qvt8Zs9Ts6S/rG5/Nv2kw9JO9/uoHk5oZtdlNU6Y2deqvw8ASA3NDQD4mFTlNbhF0mpJH5F0taSfkPSUpPsXOWztfZIelvRqSb+b/S9V9gKdL2n7KdbVpsqF7N4k6XJJ75f0PyW9/Rzqfpukp0II35V0p6S3mtnqs3yM61W5aOMHVan7fEnPm1mvpAckHZJ0laR/J+kVkj5fvaOZ/YykL0t6VNJrJP24KnvAVmSL/Joq2/cHkl4u6Y8k/YGZ3bight+QNJA9xg010z8o6X9J+lFJ92SHzv22pFuzab+pyp6r99XZvtM9n9sllSW9u2b7T3Imv4/M+ZL+kyrPzU9IOk/SHXXqA4BonfKbJwDA8jCzyyXtkvStEMKYpC8smH+TKg3LTlX20FTdE0L405rlqt/wD4cQSqdaXzbvD2smPWtm2yX9oqS/PMvyb5J0V/a43zazg9nj/MWZPkAIYdjMypLGa+s2s12SRiW9PYQwnU37ZUl7zey1IYSvq9JUfCmE8O6ah9xX8/Mtkv40hFCt5ykzu0yVZvCTNcvtDiHcVrPu6t6Q3w8h3JtNWynpv0q6PoRwfzb/WTP7b5I+LOm/n2L76j6fIYTBbKfZSL3nTZWMnO73IVWa118OIQxmy/yhpE+bWXsIYarO4wNAdNhzAwD5uMbMxs1sUtLjkp5RpSmQmb3MzP46O7xoVJUPtF2Sti54jG+fy4rNrMnMbjGzvWZ2xMzGJd28yOOf7nGukvQvJX26ZvJdWuTQtHP0ckmPVD/IS1II4TFJI9k8SfoxVfZmLFZfp6TNkr6+YNY/qnJ+0Mqaaaf6XdZOf7mkDkmfz5678ex39+eSusxs/SnqONPn83TO5PchSX3VxibzQ0kmad7hfACQAvbcAEA+vqXK4U8zkg6HEI7XzPs7SUdU+ab+eUnTkr4paeEJ7RPnuO73qHJY1X+WtEfSmKTfkvRzZ/k4N6nyvnG45nQdk9RkZq8OIVRHTwvZ9FordGbCGUw/1TKnmr/YuUWn+l3WTq9+AfhmSf9vkWWHT/EYZ/p8nokz+X1Mn2IeX2ACSA7NDQDkYzKEcNJ1ZLLzMC6XdG0I4cvZtM06s2/dqx9qm0+z3Gsl3R9CmDssy8wuPaOqX1y+U9JbVPnAvnDPyIdVaXxuzm4PSNpUc982Vbbx2QW1L6z7+5J+xcxaaw7DeqUqez2+ny3zqKSflfSnC+6rEMKomR2S9G8k/X3NrNdKejaEcOyMNnZ+PVOSfiSEcN+Z3OEsns/Ftn+x9Z/u9wEAqMG3OgDg66ikQUnvMLN/YWavkfQZVQYcOJ0jksYlvcHMes1s7SmWe1KVw+Jel63j91Q5Ef9s/JIqewT+MoTweO0/SX8j6RfNbFW27D9IutnMXmNmr1Bl4IGFey2elfSTZrbFzNaZWZOkP5PUKelOM3uFmf2UpL+W9M0Qwjey+71f0hvN7ENm9q/M7DKrjA53WTb/dkm/bmbvMLNLzeydqpxs/4Gz3F6FEMaz+33AzN6VrevlZvaW7LyWxZzp8/mspNeZ2SYzW3eKxzqT3wcAoAbNDQA4yq5p8mZVhkaujkD2IUmHz/C+uyT9giqHP33nFIu+X5XzTr6oymhra1XZ23I2bpL0dyGExZquL0hqV2WIaKkyutjjqoxq9iVV9vTsXnCf96myB+JJVZqBLdm1ed6gynkzu1U5vOtxVU7GlySFEB6QdK0qzdm3VDlH5gZJJ7JFPirpf0h6r6QnJP2OpFtq91qdjRDC+1U5hO9XJT2myuFlv6XKaG+LLX+mz+d7VDl/6Nls+xd7rNP+PgAA81kIpzt0GQAAAACKjz03AAAAAKJAcwMAAAAgCjQ3AAAAAKJAcwMAAAAgCoW6zs1DDz0U2travMuYMzMzo5aWQv2KEDkyBw/kDh7IHTyQuzgcO3bsyI4dO9YvNq9Qz25bW5u2bdvmXcacF154Qeedd553GUgImYMHcgcP5A4eyF0c9uzZ89yp5nFYWh3T09OnXwhoIDIHD+QOHsgdPJC7+NHc1DE5eSYXCAcah8zBA7mDB3IHD+Qufg1pbszsDjMbMLPHTzHfzOzDZrbfzL5rZq9uxHqXW29vr3cJSAyZgwdyBw/kDh7IXfwatefmTkk768x/o6RLs383Sfpog9a7LMqzQY8cHNEn/ulZPXJwROXZ4F0SElEqlbxLQILIHTyQO3ggd/FryIACIYSvm9lFdRa5TtJfhRCCpEfM7DwzOz+EcLgR62+k8mzQrffv176BYzo+M6svP3dA2zas1O07L1Fzk3mXh8i1trZ6l4AEkTt4IHfwQO7il9c5NxdIer7m9qFsWuHsPjSqfQPHNDUzqyBpamZW+waOafehUe/SkIA1a9Z4l4AEkTt4IHfwQO7il9dQ0Ivt8jjpWK+BgQHdeOONamlpUblc1vXXX69du3apVCpp1apVam5u1ujoqNavX6/h4WGFELR+/Xr19/dr9erVkqTx8XFt3LhRg4ODMjN1d3drcHBQnZ2dKpfLmpiYUG9vr0qlklasWKGuri4dOXJEXV1dmp6e1qNPD+v4zOy8uo7PzOqJvhf0srYpTU1Nzd2/vb1dHR0dOnr0qHp6ejQ2Nqbp6em5+R0dHWptbdXIyIjWrVunkZERnThxYm5+Xts0OTk5N7+1tVVr1qzR0NCQ1q5dq8nJSbapQNtULpc1NDQU1TbF+DzFtk2lUkmXXXZZVNsU4/MU2zb19fVp1apVUW1TjM9TbNs0NTU1V3cs2xTj83S6barbdFSOFFu67LC0vwshvGKReX8u6aEQwmey209KumbhYWkPP/xw8L7OzSMHR/SBrx7QVE2D097SpPf+9EW6ekvXsq+/PBu0+9Co9g9N6pKeDm3f3MnhcAkZHR1VZ2endxlIDLmDB3IHD+QuDnv27Hl0x44dVy42L689N/dKepeZfVbSj0saKeL5NpK0fXOntm1Yqb1945Iqjc22DSu1ffPy/yEsPN+nLVs35/ukY3Jykhdd5I7cwQO5gwdyF79GDQX9GUkPS7rMzA6Z2Y1mdrOZ3Zwtcp+kZyTtl/RxSb/WiPUuh+Ym0+07L5m7/d6fvii35oLzfTA1NeVdAhJE7uCB3MEDuYtfo0ZLe+tp5gdJuxqxrjzUNjJ5HIpWtX9octHzfZ4emsy1Dvhh/H14IHfwQO7ggdzFL6/R0nAGLunpUFvL/KekraVJF/d0OFWEvDH+PjyQO3ggd/BA7uJHc1Mg1fN9qvI83wfF0N7e7l0CEkTu4IHcwQO5ix/NTYF4nu+DYujoYC8d8kfu4IHcwQO5ix/NTcEsPN+HxiYtR48e9S4BCSJ38EDu4IHcxY/mBiiQnp4e7xKQIHIHD+QOHshd/GhugAIZGxvzLgEJInfwQO7ggdzFj+YGKJDp6WnvEpAgcgcP5A4eyF38aG6AAmH8fXggd/BA7uCB3MWP5gYoEMbfhwdyBw/kDh7IXfxoboACYYhKeCB38EDu4IHcxY/mBiiQ1tZW7xKQIHIHD+QOHshd/GhugAIZGRnxLgEJInfwQO7ggdzFj+YGKJB169Z5l4AEkTt4IHfwQO7iR3MDFAjfKMEDuYMHcgcP5C5+NDdAgZw4ccK7BCSI3MEDuYMHchc/mhugQBh/Hx7IHTyQO3ggd/GjuQEKhPH34YHcwQO5gwdyFz+aG6BAVq1a5V0CEkTu4IHcwQO5ix/NDVAgzc3N3iUgQeQOHsgdPJC7+NHcAAUyOjrqXQISRO7ggdzBA7mLH80NUCDr16/3LgEJInfwQO7ggdzFj+YGKJDh4WHvEpAgcgcP5A4eyF38aG6AAgkheJeABJE7eCB38EDu4kdzAxQIu8vhgdzBA7mDB3IXP5oboED6+/u9S0CCyB08kDt4IHfxo7kBCmT16tXeJSBB5A4eyB08kLv40dwAAAAAiALNDVAg4+Pj3iUgQeQOHsgdPJC7+NHcAAWyceNG7xKQIHIHD+QOHshd/GhugAIZHBz0LgEJInfwQO7ggdzFj+YGKBAz8y4BCSJ38EDu4IHcxY/mBiiQ7u5u7xKQIHIHD+QOHshd/GhugAJhdzk8kDt4IHfwQO7i15Dmxsx2mtmTZrbfzG5ZZP41ZjZiZnuzf/+jEesFYtPZ2eldAhJE7uCB3MEDuYtfy1IfwMyaJX1E0uslHZK028zuDSE8sWDRb4QQ/u1S1wfErFwue5eABJE7eCB38EDu4teIPTdXSdofQngmhDAt6bOSrmvA4wLJmZiY8C4BCSJ38EDu4IHcxa8Rzc0Fkp6vuX0om7bQa8zsMTP7kpm9vAHrBaLT29vrXQISRO7ggdzBA7mL35IPS5O02Jh6YcHtPZK2hhDGzexaSfdIunThnQYGBnTjjTeqpaVF5XJZ119/vXbt2qVSqaRVq1apublZo6OjWr9+vYaHhxVC0Pr169Xf36/Vq1dLqlx5duPGjRocHJSZqbu7W4ODg+rs7FS5XNbExIR6e3tVKpW0YsUKdXV16ciRI+rq6tL09LQmJyfnBX98fFxDQ0Nau3atJicnNTU1NXf/9vZ2dXR06OjRo+rp6dHY2Jimp6fn5nd0dKi1tVUjIyNat26dRkZGdOLEibn5p9qmqqGhoYZuU6lUUmtrq9asWZP7Ni3X8xTbNpXLZTU3N0e1TTE+T7FtU6lU0mWXXRbVNsX4PMW2TX19fVq1alVU2xTj8xTbNk1NTc3VHcs2xfg8nW6b6rHaD9PnwsxeI+m2EMLPZrdvlaQQwu117nNA0pUhhCO10x9++OGwbdu2JdXTKG/4xHckSQ/86quSWjd89fX1adOmTd5lIDHkDh7IHTyQuzjs2bPn0R07dly52LxGHJa2W9KlZvYyM2uV9BZJ99YuYGa9ll01ycyuytZbv+0CEtTV1eVdAhJE7uCB3MEDuYvfkpubEMKMpHdJ+rKkH0j6XAjh+2Z2s5ndnC32HyQ9bmaPSfqwpLeEpe4yAiJ05MiR0y8ENBi5gwdyBw/kLn6NOOdGIYT7JN23YNrHan7+M0l/1oh1ATHjGyV4IHfwQO7ggdzFryEX8QTQGNPT094lIEHkDh7IHTyQu/jR3AAFMjk56V0CEkTu4IHcwQO5ix/NDVAgjL8PD+QOHsgdPJC7+NHcAAVSKpW8S0CCyB08kDt4IHfxo7kBCqS1tdW7BCSI3MEDuYMHchc/mhugQNasWeNdAhJE7uCB3MEDuYsfzQ1QIENDXNsW+SN38EDu4IHcxY/mBiiQtWvXepeABJE7eCB38EDu4kdzAxQIQ1TCA7mDB3IHD+QufjQ3QIFMTU15l4AEkTt4IHfwQO7i1+JdAIAXMf5+esqzQbsPjWr/0KQu6enQ9s2dam6yXGsgd/BA7uCB3MWP5gYokFKppK1bt3qXgZyUZ4NuvX+/9g0c0/GZWbW1NGnbhpW6fecluTY45A4eyB08kLv4cVgaUCDt7e3eJSBHuw+Nat/AMU3NzCpImpqZ1b6BY9p9aDTXOsgdPJA7eCB38aO5AQqko6PDuwTkaP/QpI7PzM6bdnxmVk8P5XvCK7mDB3IHD+QufjQ3QIEcPXrUuwTk6JKeDrW1zH8Zbmtp0sU9+b75euWuPBv0yMER/c13Snrk4IjKs8GlDvjg9Q4eyF38OOcGKJCenh7vEpCj7Zs7tW3DSu3tG5cktWfn3Gzf3JlrHR65K8r5RvDD6x08kLv4secGKJCxsTHvEpCj5ibT7Tsvmbv93p++yOXDvUfuinK+EfI3t8duz2H22CF3vM/Gjz03QIFMT097l4Cc1TYyV2/pynXd1WGoH316RD92YmWuw1DXO98o798D8rNwj919zxxjjx1yxfts/GhugAJh/H3kZeGHzC8/dyDXD5nV842mahocj/ONkK/aPXbS/D12NLXLrwjX1fLG+2z8OCwNKJBSqeRdAhLhfVhY9XyjKq/zjZCvoowQmKLqFxof+OoB/fWjh/WBrx7QrffvT+6wQN5n40dzAxQIQ1QiL94fMotyvhHyVZQRAlPk/YVGUfA+Gz+aG6BAWltbvUtwwZDA+SvCh8yF5xvR2MSPPXZ+vL/QKIpU32dTwjk3QIGMjIzovPPO8y4jVwwJ7KMow1AjLdU9dm+8Y6+kyh67FM/78MB5bhUpvs+mhuZmmTzWt/ShBhvxGHhpKYcOvZDY8/5E/4Se6J/QdLmyt2ZqZlZP9E/oc4/16/KNq5yry1fef/NvfeXGuebmra/cqG0bVurx0niuNVTxepemjpam3DM3G4L2DRzTD0eP64LONm3bsFJNFn9z1dZs2tzVpv3ZnprW7HZbsyX195fi+2yjvHLTGu8SzgjNDVAg5clxNbem9S3aD0ePzzU2VdPloL6x48k1N3mr/UDH7xopmA1BH/92nw6+MKXpclBrs2nLee16x1WbcmlwPBurJjO946pN+p0vPS1JetsVvck0drVSfJ9NDc0NkCnCt3mhXM51fUVwQWebWpttXoPT2mzatKYtl/UX4XkHkI99A8fmGhup8kXKwRemtG/g2LI3+N6NlcQXGlKa77OpobkBVIw3HUla0dmT27qKYtuGldpyXvu8QyW2nNc+76Tj5VKU5x1APjz3FHs2VkVQlC+SUnyfTQ2jpQGq/6aTh9kQ9ET/hB544rCe6J/QbEhntLDqoRJVb7uiN7fmwvt5B5Cv6p7iWnntKa7XWMWu+kXSp/aW9MBTw/rU3pI+/u0+l/e6E6NDua8T+aK5AeT7plP7ov/goWnXF30vCw+VyOvbvJQ/bAApqu4prspzT7FnY+WtSF8kNbW2n34hvKTR3ADyfdMp0ot+alL+sAGkyHNPsWdj5a1IXyRZEx99Y8czjMKoHpr1laeGcz80y/NNp0gv+qlJ+cMGkCqvPcWejZW3In2RVJ7ii8PYMaAACsH7xG7PITK9RwtLGUOjAshTqqOVeQ4cs9CK1eflvk7kiz03KIQiHJrl9W0eew98eT3vAJCKIu21mjk2mvs6kS+aGxRCyodmFelFHwCA5VCUL5JCQoP1pKohzY2Z7TSzJ81sv5ndssh8M7MPZ/O/a2avbsR6EY8iHY/rwftF3/N8JwAA8rJi9VrvErDMlnzOjZk1S/qIpNdLOiRpt5ndG0J4omaxN0q6NPv345I+mv0PSCrW8bip8T7fCQCAvJwYG1Zbd693GVhGttTdc2b2Gkm3hRB+Nrt9qySFEG6vWebPJT0UQvhMdvtJSdeEEA7XPtYnv/CV8P5vTS+pHry0ta5oUktLk2ZmZjV9Yta7nCS0rmjSmjWt8xqZ2RA0NjbNcwAAAArnk69vf3THjh1XLjavEYelXSDp+Zrbh7JpZ7sMoOkTszo2OcOH6hy1tDRp4f4Zy6YDAAC8lDRiKOjFjltZuDvoTJbR5b2r9Z3f2daAkhrjueee09atW8/pvo/1jTW4mvz8l/v2S5L+6NpLnCtJz/HhUu67y5/on9Cn9pbmDejQ1tKk//ivtyQ1VGnKPHJXBN6vdZ7r9952Kd3cwU/Kf3ONWP8rN61pVDlLtmfPnlPOa8RXs4ckXVhze7OkvnNYpnA2btzoXQISs2JNd+7rrJ7vVB3QgfOd0uORO4DcAVgOjdhzs1vSpWb2Mkk/lPQWSb+4YJl7Jb3LzD6rykACIwvPtymiwcFBXXjhhadfEGiQE+NH1bY236a6OhT1voFj6hs7rk1r2riQZWI8cgeQOwDLYcnNTQhhxszeJenLkpol3RFC+L6Z3ZzN/5ik+yRdK2m/pGOSfmWp682D8eEOOfPKXJOZLt+4isPQEsVrHTyQOwDLoRF7bhRCuE+VBqZ22sdqfg6SdjViXXnq7maXOfLVsrLTuwQkiNylpfY6Vk/0T7jtqSV3SEVR/uZSwXBIdQwODnqXgMScGH/BuwQkiNylo3pdq6pP7S3p49/uc7lwL7lDCor0N5cKmps6Ojv5Vgn5am7nJH7kj9ylY9/AMR18YWru9nQ56OALU9o3cCz3WsgdUlCkv7lU0NzUUS6XvUtAYsIs1/dB/shdOn44enzesO9S5cNW39jx3Gshd0hBkf7mUkFzU8fExIR3CUjM7PTU6RcCGozcpeOCzra5Yd+rWptNm9a05V4LuUMKivQ3lwqamzp6e7m4GPK1orPHuwQkiNylo0jXtSJ3SEGR/uZS0ZDR0mJVKpW0detW7zKQkBOjQ1yxG7lLMXepjl5UpOtapZg7pKdIf3OpoLmpY8WKFd4lIDHW3OxdAhKUWu4WG71oy3ntesdVm5L4wFGU61qlljukqyh/c6ngsLQ6urq6vEtAYpo7VnuXgASlljtGLyqG1HIHIB/suanjyJEjWrXq3LrsV25a0+Bq8hfDNrzUPPfcsLZu2uBdBhKTWu6+1z+hEwtGLzpRDpqVz+teqq+1qeUOvsqzL/7NT87MavvmTjU3xb+ndqEUXm/Yc1MHe26QNzIHD6nl7pKeDrW1zH/7a2tp0sU9HU4VpSm13MFPeTbo1vv3z93+wFcP6Nb7989reBAPmps6pqenvUtAYsgcPKSWu+2bO7Vtw0q1tzTJJLW3NGnbhpXavpkLN+cptdzBz+5Do/MOO52amdW+gWPafWjUsSosFw5Lq2NyctK7BCSGzMFDarlrbjLdvvMS7T40qqeHJnVxT0eyh6h4Si138LN/aFLHZ+ZfNPb4zKyeHprU1VvYgxgbmps6uM4N8kbm4CHF3DU3ma7e0sUHG0cp5g4+qoeiTtU0OByKGi8OS6ujVCp5l4DEkDl4IHfwQO6QFw5FTQt7bupobW31LiF3tSfXPXJwhEM1cpZi5uCP3MEDuUNeag9F3XtgQFdctIHPNxGjualjzZr4h8urtdhoIts2rNTtOy/hBSAnqWUOxUDu4IHcIU/VQ1Ff0d2s1au5xlLMOCytjqGhIe8ScsVoIv5SyxyKgdzBA7mDB3IXP5qbOtauXetdQq7qjSaCfKSWORQDuYMHcgcP5C5+NDd1pDZMJRe285da5lAM5A4eyB08kLv40dzUMTU15V1CrhhNxF9qmUMxkDt4IHfwQO7ix4ACdaQ2Bj8XtvOXWuZQDOQOHsgdPJC7+LHnpo4Ux+Cvjibytlf16uotXTQ2OUsxc/BH7uCB3MFDirlbeJmP2tsxormpo7293bsEJIbMwQO5gwdyBw+p5W6xy3zcev/+qBscmps6Ojo4kR75InPwQO7ggdzBQ2q5S/EyHzQ3dRw9etS7BCSGzMEDuYMHcgcPqeUuxct80NzU0dPT410CEkPm4IHcwQO5g4fUcpfiZT5obuoYGxvzLgGJIXPwQO7ggdzBQ2q5S/EyHwwFXcf09LR3CUgMmYMHcgcP5A4eUstdipf5oLmpg7HQkTcyBw/kDh7IHTykmLvqZT6u3tLlXUouOCytjhTHQocvMgcP5A4eyB08kLv40dzUkdpwgfBH5uCB3MEDuYMHchc/mps6WltbvUtAYsgcPJA7eCB38EDu4kdzU8fIyIh3CUgMmYMHcgcP5A4eyF38ljSggJl1S/pbSRdJOiDpF0IIJ10dycwOSBqTVJY0E0K4cinrzcu6deu8S0BiyBw8kDt4IHfwQO7it9Q9N7dIejCEcKmkB7Pbp/K6EMIVL5XGRqK7R/7IHDyQO3ggd/BA7uK31ObmOkl3ZT/fJelNS3y8Qjlx4oR3CUgMmYMHcgcP5A4eyF38ltrcbAwhHJak7P8Np1guSHrAzB41s5uWuM7cpDgWOnyROXggd/BA7uCB3MXvtOfcmNk/SFosCb97Fuv5yRBCn5ltkPQVM9sXQvj6woUGBgZ04403qqWlReVyWddff7127dqlUqmkVatWqbm5WaOjo1q/fr2Gh4cVQtD69evV39+v1atXS5LGx8e1ceNGDQ4OyszU3d2twcFBdXZ2qlwua2JiQr29vSqVSlqxYoW6urp05MgRdXV1aXp6WpOTk3Pzx8fHtXXrVg0NDWnt2rWanJzU1NTU3Pz29nZ1dHTo6NGj6unp0djYmKanp+fmd3R0qLW1VSMjI1q3bp1GRkZ04sSJufke29Ta2qo1a9awTQXdpnK5rObm5qi2KcbnKbZtKpVKuuyyy6LappfC81R19OjRaLbpbJ6nvr4+rVq1KqptivF5im2bpqam5uqOZZtifJ5Ot031WAjhTJqTxe9s9qSka0IIh83sfEkPhRAuO819bpM0HkL43wvnPfzww2Hbtm3nXE+jHTlyhBPPkCsyBw/kzscbPvEdSdIDv/oq50p8kDt4IHdx2LNnz6M7duxY9Dz+pR6Wdq+kG7Kfb5D0xYULmNkqM1tT/VnSGyQ9vsT15qK5udm7BCSGzMEDuYMHcgcP5C5+S21u/kDS683sKUmvz27LzDaZ2X3ZMhslfdPMHpP0bUl/H0K4f4nrzcXo6Kh3CUgMmYMHcgcP5A4eyF38lnSdmxDCkKQdi0zvk3Rt9vMzkl65lPV4Wb9+vXcJSAyZgwdyBw/kDh7IXfyWuucmasPDw94lIDFkDh7IHTyQO3ggd/GjualjKYMtAOeCzMEDuYMHcgcP5C5+NDd1sOsSeSNz8EDu4IHcwQO5ix/NTR39/f3eJSAxZA4eyB08kDt4IHfxo7mpo3oBIiAvZA4eyB08kDt4IHfxo7kBAAAAEAWamzrGx8e9S0BiyBw8kDt4IHfwQO7iR3NTx8aNG71LQGLIHDyQO3ggd/BA7uJHc1PH4OCgdwlIDJmDB3IHD+QOHshd/Ghu6jAz7xKQGDIHD+QOHsgdPJC7+NHc1NHd3e1dAhJD5uCB3OWvPPvihQQfOTgy73YqyB08kLv40dzUwa5L5I3MwQO5y1d5NujW+/fP3f7AVw/o1vv3J9fgkDt4IHfxo7mpo7Oz07sEJIbMwQO5y9fuQ6PaN3Bs7vbUzKz2DRzT7kOjjlXlj9zBA7mLH81NHeVy2bsEJIbMwQO5y9f+oUkdn5mdN+34zKyeHpp0qsgHuYMHchc/mps6JiYmvEtAYsgcPJC7fF3S06G2lvlvv20tTbq4p8OpIh/kDh7IXfxoburo7e31LgGJIXPwQO7ytX1zp7ZtWKn2liaZpPaWJm3bsFLbN6d1uAy5gwdyF78W7wKKrFQqaevWrd5lICFkDh7IXb6am0y377xEuw+N6umhSV3c06HtmzvV3JTWELXkDh7IXfzYc1PHPffc410CEkPm4IHc5a+5yXT1li697VW9unpLV3KNjUTu4IPcxY/mpo67777buwQkhszBA7mDB3IHD+QufjQ3dczMzHiXgMSQOXggd/BA7uCB3MXPQijORcMefPDBQUnPeddRNTw8vK67u/uIdx1IB5mDB3IHD+QOHshdNLbu2LFj/WIzCtXcAAAAAMC54rA0AAAAAFGguQEAAAAQBZqbRZjZTjN70sz2m9kt3vUgDWZ2wMy+Z2Z7zeyfvetBnMzsDjMbMLPHa6Z1m9lXzOyp7P+1njUiPqfI3W1m9sPsNW+vmV3rWSPiYmYXmtnXzOwHZvZ9M/vNbDqvd5GjuVnAzJolfUTSGyVdLumtZna5b1VIyOtCCFeEEK70LgTRulPSzgXTbpH0YAjhUkkPZreBRrpTJ+dOkv4ke827IoRwX841IW4zkt4TQvhRSVdL2pV9nuP1LnI0Nye7StL+EMIzIYRpSZ+VdJ1zTQDQECGEr0saXjD5Okl3ZT/fJelNedaE+J0id8CyCSEcDiHsyX4ek/QDSReI17vo0dyc7AJJz9fcPpRNA5ZbkPSAmT1qZjd5F4OkbAwhHJYqHwgkbXCuB+l4l5l9NztsjcODsCzM7CJJr5L0LfF6Fz2am5PZItMYLxt5+MkQwqtVOSRyl5m91rsgAFhGH5V0saQrJB2W9EHXahAlM1st6fOS3h1CGPWuB8uP5uZkhyRdWHN7s6Q+p1qQkBBCX/b/gKQvqHKIJJCHfjM7X5Ky/wec60ECQgj9IYRyCGFW0sfFax4azMxWqNLYfCqEcHc2mde7yNHcnGy3pEvN7GVm1irpLZLuda4JkTOzVWa2pvqzpDdIerz+vYCGuVfSDdnPN0j6omMtSET1A2bm58VrHhrIzEzSJyX9IITwxzWzeL2LnIXAEVcLZcNRfkhSs6Q7Qgi/71sRYmdmP6LK3hpJapH0aXKH5WBmn5F0jaR1kvolvU/SPZI+J2mLpIOS3hxC4ORvNMwpcneNKoekBUkHJL2zei4EsFRm9lOSviHpe5Jms8nvVeW8G17vIkZzAwAAACAKHJYGAAAAIAo0NwAAAACiQHMDAAAAIAo0NwAAAACiQHMDAAAAIAo0NwAAAACiQHMDAAAAIAo0NwAAAACi8P8BUmcAGwNnq5UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1008x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tsplot(series)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Как видно из графиков ряд имеет тренд и сезонность размером в 12 месяцев. При этом обращаем внимание, что со временем увеличивается дисперсия отклонений от тренда для каждого сезона. Это значит, что схема временного ряда имеет мультипликативный характер.\n",
    "\n",
    "Попробуем сгладить ряд с помощью простого и взвешенного скользящих средних."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BVFQU3bt3Z9asWY77t2LFCgA++ugj3njjDQD27t3L+PHjHef8+eefHcc//vjjjihkZe7D2LFjue222+jfvz+zZ8/GarW6nHPkyJGlzjlw4ED69+9PVFSUy5eN87+dbc/NzeWhhx5i+PDhDB48mN9//93xOXjhhRcYPnw4kZGRfPPNN6XsBliyZAljxoxx6DB+/HjuuOMO+vXrx7333luhozh+/Hj27t3rsO9f//oXgwYN4rrrriMlJYUdO3awevVqXnzxRaKiooiLiyMuLo6pU6cydOhQxowZw/Hjxx06Pfvss0yYMIEXXniBbt26kZmZ6bhWr169SElJ4Y8//mDEiBEMHjyYSZMmkZKSUq59FbFv3z5SU1MZOnSoy/YBAwawcePGKnH0ZZ9s8ZH9OcVG6is+UmPxkRrXftx1ssuKZEt9XXFnoaIO6Ak8rKrqDkVRPqAoNbwclDK2lfIOUlJSuPvuu9HpdFgsFiZPnsyMGTMoLCxEo9GgKAqh9euXcSob2e+8Q+4tt6DX69F//TWBTz5Z7tjkpCQURUGr1WI2m9FqtaiqitVqRa/XYzKZHPtVVcVisWC1WrFaraiqitlsxmQyYbVaOX36NCtWrODkyZNMmTKFXbt2sXDhQlRVZePGjRw9epSbb76ZLVu28OOPPxIfH8+ff/6JwWDg4sWLBAYGcsMNNxAdHc2nn37Kjz/+iMlkIiEhgfnz5/PHH38QGhrKlClTWLFiBQMGDODtt99myZIl+Pr68uGHH/LJJ5/w2GOPuczp3nvv5eGHH2bUqFFYLBYKCws5ffo0qqqyb98+nn76aRYvXoyXlxcrV67kwIEDrF+/noyMDK677jr69etHaGgoBQUFDBw4kG+++YZ3330Xq9VKYWEhYHtDVVhY6LhnGo2G33//HYvFwqZNm3jzzTcZNWoUX3zxBePGjeOhhx7i119/Zc2aNVitViwWC2azGYvF4rjHJpMJo9GIqqoUFhYSGxvL0qVLWb58Od7e3sydO5fFixczatQo3n77bX766ScCAwN5//33+eSTTxwOs92mmTNn8uijj3L99dc7dDt9+jQxMTFs3LiRZs2aMX36dJYtW8agQYN45513+Omnn/D19eXjjz/m448/5oknnnDY+MMPP9CkSRNat25NYWGh4zPifB/sc3vrrbeIiIjgvffeIyMjgzFjxjBgwACWLl2Kv78/v//+O2azmXHjxhEREUHr1q0dnz2LxcLp06dp3LgxJpMJk8nEgQMH2LBhA40aNWL8+PFs2rSJiIgILBYLqqq66KCqKkajEYvFQm5uLt26dWPevHm88MILfP3118yZM4eRI0dy/fXXM3bsWACmTZvGG2+8Qdu2bdmzZw9z5sxhxYoVWCwWYmNj+d///ud4HlasWMFNN93EgQMHaNKkCcHBwfTp04dVq1ah0+n473//y3vvvcerr77qovFPP/3Ep59+WvzloCioqkrLli35+uuvMRqNPPfcc3z00Uds2rTJcW/t3wEtWrTgwIEDdO7cudSc7ffN/h0CtrXXJpPJkQ1gsVjQ6/UUFBSg0+nc+g5wZ79Op3N8RzjbpNFoHPvL0qmkzZWZk/3lw7U2p7y8PLRaLWlpaQQFBWE0GsnPz8disaDVajEYDAQEBJCenk6dOnXIz8+noKCAhg0bkpycjLe3Nz4+PmRkZFC3bl2ys7MxGo2O/T4+PhgMBjIzM6lXrx6ZmZmYTCbHfj8/P7RaLVlZWYSGhnLhwgVUVSU0NJTz58/j7+8PQE5ODg0aNCA1NRVFUQgJCSE1NZXAwEDHc2o/p16vJygoqNSc7PvlnOoSHx+Pv7+/UHMSUafKzMlkMuHt7S3UnETUqTJzSkxMpH379kLNSTSd7BmPYWFhxMfHl5qTn58fAOfOnSM+Pt5lToWFhQQFBdW6OXlSp4pwx8lOABJUVd1R9PP/sDnZ5xVFCVNVNUlRlDAgxWm88+uPJkCp1x3169dny5YtLtuysrLw8vJywyRbdNk+9lLptc7nLGus8377L532cfaf9Xo9Go2GyZMno9frCQ8Pp0WLFpw8eZLdu3czc+ZMdDodnTt3pmnTppw9e5bNmzczY8YMxwcyNDTUcR37+ezzOHDgAJGRkTRubAv633jjjezcuRNvb29iY2Md0VKj0UifPn1cbM7LyyMpKYkbbrjBsc3X1xe9Xs/58+e55ZZbmDVrluOt1I4dO5g6dSre3t6EhYURGRnJgQMHGD16NBaLBW9vb7y8vFzsA5g6dSoajYaOHTvy/vvv4+XlRWpqKhMmTODcuXMsXLgQg8GATqcjPz8fnU6HRqNBq9U6/rY7OvZter0eg8GAoih4eXmxbds2Dhw44IjoFhQUUL9+fWJiYoiNjXXM0X4fnCOU9mINEyZMcNFVr9fTs2dP2rVr55jH7t278ff35/jx49xwww2oqorJZKJPnz7odDp0Oh25ubnUr18fg8Hgcr6CggKuu+46x78bNGiAVqtl06ZNrF271uFUFhYWkpKSQnR0NIcPH2bVqlWA7XN+9uxZ2rZt6zhnUlISwcHBjntjt7lly5YAdOnSheTkZJfPprNNiqJgMBgcTsa4ceNQFIWePXuyYcMGx33XaDQYDAZycnLYtWsX9913n+NcdudWq9UyadIkx7wnT57M22+/ze23386yZcuYPHkyBoOB8+fP89xzz3H+/HlMJhPNmjVDo9G4aPx///d//N///V+pZ87Od999x8iRI2nZsiXbtm1zfA7s1K9fn5SUFIctznOG4oJmZd0T5/16vd7xWbnUd4C7+8u75qX2u2vzpfY735NraU6+vr74+fk5vlftpKSkUN/pxaz9P97AwEDHtubNmzv+bd9uH1dyf3BwMIDLdZz316ljq/Xp6+tb5n57ARjnaIDz/nr16pXaVnJOJfdfy3MKDQ116CvKnETUqTJzKvkMizAnEE+nyszJarXi5eUl1JxE08metdqyZcsy52RfmpicnFxqThU9w6LqVFaWr51LOtmqqiYrinJWUZT2qqoeA4YDh4v+3AG8UfT3iqJDVgKLFUX5N9AIaAvsvNR1yiLjwgW3xhnvvBPjnXdeySUuG0VRSv1cURpvyfHlUd45VFVlyJAhfPHFF5d9LEBsbCxffPEF8+fP58Ybb6RevXoVjk9KSio33WPlypWEhITwwAMP8NNPP3HnnXcSGhrKtm3b2LlzJ++++y7XX389999/P3feeSeLFy9Gq9USERFR7vXKmsv06dN54YUXXLb/8ccflboP5elmP6c9UmenoKCAgoICly8DO/Z1+2BLF7fbqqoqixYtom3btqXseuONNxg+fHi59vn4+FBQUOCyraST427atF6vd8xXq9WWWfTLarUSFBTkmEdJnL/E+vbtS1xcHGlpafz+++888cQTADz11FM8+OCDjB49ms2bN/Pmm2+WOs+SJUscSw6cadmyJYsWLWLXrl1s27aNL7/8ktzcXIxGI35+frz44ouATQdvb2+35l0R7j6HkqsXZwddIh5SX/GRGouP1Lj2k5CQAECTJk3K3B8WFgaUvSZb6uuKu9XFHwa+VxTlANAdeA2bc32doiixwHVFP6Oq6iHgZ2xO+B/ALFVVr+rSvs7O24oVK7BarcTFxXH69GnatGnDgAEDWLJkCQAnTpwgISGBNm3aMHToUL7++muHc1RRWkGvXr3YsmUL6enpWCwWli5dSkREBL1792bHjh2cOnUKsEWtT5w44XJsYGAgjRo1cjSHLywsJC8vD4BBgwYxevRoHn/8cUcRt4EDB7Js2TIsFgtpaWls3bqVnj17YrFYWLVqFf369SvXTkVRCA4OxmQyUVBQ4Egl9/b25siRIwCEhISg1+v56aefeOmll9y/0UBUVBQrV64kNTXVcc/Onj1b6fsQExNDfHw8VquVZcuW0b9/f5dzWiwWl3P+9ttvFTrFZTFs2DDH0gGAAwcOOLZ//fXXmEwmwPYZKdlfMDg4GIvFUsrRrkr8/f0da84DAwNp1qwZy5cvB2yf8X/++afM4xRFYezYsTz33HO0a9eOkJAQwBaRt3/Z/vDDD2UeO23aNJdCgvY/ixbZaiZ+/vnnHDx4kP379/Pyyy8zffp0h4MNcPLkyUsWdHMHWV1cfJzrBkjEQ+orPlJj8ZEa134utSZ748ZWwBckJqY56hvZkfq64lbzWFVV9wG9y9hVpheiquqrwKtXblbtwjkK1qZNG8aNG0dqair//ve/8fb25u6772bOnDlERESg0+n45JNP8PLy4rbbbuPEiRNERkai1+u5/fbbmTlzZpnXaNiwIS+88AITJkxAVVWuu+46R8r0J598wsyZMx0O7bPPPkubNm1cjv/ss8+YPXs2r7/+Onq9nq+//tpl//Tp01myZAlr165l3Lhx7Nq1i0GDBqEoCvPnz6dBgwbMnDmT1q1bO9KtSzJ9+nQ0Gg1+fn7MmzeP1NRUbrnlFse69ddee81h380330zHjh2JjY11Ocdrr73GZ599RlJSEhaLhY0bN5Kbm0t8fDzfffcdt956K/PmzWPKlCmOdZhvvfUWffr0qdR96NOnDy+99BKHDx9m4MCBjBs3Do1GU+Y5s7OzeeSRRwgODiYqKgqwtdd67bXXmDdvXpn3BuCJJ55g3rx5REZGoqoqzZo148cff+T222/n7NmzDBkyBFVVqVevHt99912p44cOHcr27dsZMmRIudeoDJMmTeKxxx7j888/55tvvuHzzz9nzpw5vPvuu5hMJiZPnkznzp3LPXb48OF88sknjm1PPfUUM2bMICwsjN69e3PmzJkqtTclJQUfH58qKaQh+2SLjz0VTCImUl/xkRqLj9S4dmO1Wjl37hxQdiQ7PV3h2WeDgLuxWH4hLS3NJT1c6uuKUlOtbbZt26aWjFBlZWW55L3XFoxGIwaDgVmzZjFy5EiXtc+SqmHz5s1s3ryZp5+uqKbelZ/7448/5scffyx3jF3j8mzJycnhqaeecnEyq5oDBw6wYMECPvvsM49d42piwYIFBAQEcNttt1X6XM76Sq5uyvt/IjEx0VH1VCIeUl/xkRqLj9S4dpOUlESnTp2oW7duqSAZwLvvevPqqz5FP73D+vW96N69u2P/tahvTEzMnuHDh5cViHYvkn2tI3vsep7mzZs7WqXVBM4at2/f3pESbcfb25sZM2Z41IauXbsSGRnpqJJ8rRMUFMRNN91UJeeSz7D42JdjSMRE6is+UmPxkRrXbipKFS8shC++cC5OPZykpCMuTrbU1xXpZLuBvSqxJ6OY1zpNmzYtd/1HZYmMjCQyMrLCMc5VykNDQ10qwYMt3bh37zJfVFUpt956a4X7b7vtNuLj4122vfjii5e9fvxq4JZbbqmyc8k+2eIj+3OKjdRXfKTG4iM1rt3YneyyUsWXLTNw/ryGdu0snDhhwWrtQWzsFkaPLh4j9XVFOtluYDKZ3G4tJrk6uVo0/u9//1vTJlyVXC36Sq6cku1EJGIh9RUfqbH4SI1rN/bK4iWDXqoKn35q+x3qoYcKeOedZM6cac3u3a4deKS+rtRcfu5VRE2mMUuqB6mx2Eh9xaesfpcScZD6io/UWHykxrWb8tLFt2zRcfCgjtBQK1OnGunS5Tywr1TXJKmvK/I3TzeQPXbFR2osNlJf8ZF1DMRG6is+UmPxkRrXbspzsn18VAYPNnH33YV4e8MddyQCPdDpVriMk/q6Ip1sN5A9dsVHaiw2Ul/xycrKqmkTJB5E6is+UmPxkRrXbspzsnv1srBsWQ5PPFEAQKNGYYCtmrgzUl9XpJPtBrLHrvhIjcVG6is+JYsVSsRC6is+UmPxkRrXXlRVLXdNth37yrvGjRsDkJDgw4kTxZmCUl9XpJNdgnr16hEVFcWgQYMYMmQIO3bskFGwawCRNX7mmWfYunXrZR+3evVq3n///QrHnDlzhv/9739XaNnlcSXV55966imaNm3qUX1vvPFGMjMzKxwzfvx49u7dW2r7wYMHWbt2baVt6NatGxEREY5rLFy4kF69ehESEkJ6evoljz948CAjR45kwIABREZGsnTpUrevvWLFCkJCQsqcX0l++eUXIiIiiIyMZOrUqQ7bFixYQJcuXZg7dy4Azz//PNHR0W7bAHDhwoXLGi+5upD6io/UWHykxrWXixcvkpOTg7+/P8HBwUXbFB54wJc9e1zTwAMDA9HrHyU/fz9vv10cxJD6uiKd7BL4+PgQHR3Npk2beP7553nllVdq2iSJ5IrJyMhg9+7dDBw48LKPHT16NI899liFY67Eya6uFxp79+69pPNbFfz8888EBQVd0bFV5WQDrFy5kh49egDQr18/li1b5vaLCR8fHz799FO2bdvGkiVLePbZZ926d9nZ2Xz++ef06tXrkmPNZjPPPPMMK1euZPPmzXTq1ImFCxcC8OCDD/LMM884xt57772XfMFTEtkLXWykvuIjNRYfqXHtxbl9l72OzaJFBn76yYvXXvNxGasoCg0bxgFpQLZju9TXFelkV0B2djbBwcHodDoOHTrEsGHDGDx4MMOHD+f48eNAcQSpX79+TJ48mdzcXADWr1/PyJEjGTJkCHfeeSc5OTmO8fbozfTp09m8eTMAr776quMXzri4OKZOncrQoUMZM2aM41qzZs1ixYriIgMDBw7kzJkznDlzxsWJWrFiBbNmzQJsD83EiROJjIxk4sSJjlSQtLQ0br/9doYPH87w4cPZvn17qflbLBaef/55R+Tp888/d5lDTk4Oo0aNYv369QBs3LiRwYMHExERwUMPPURhYaHjXPb71L9/f4etb7zxBh999FGp6/773/9m6NCh9OvXj0ceeQSr1QrA7Nmz6devH1FRUdSrVw+AzZs3M336dADS09Pp1q1bqftT0T2134dRo0Zd0X2YP38+I0aMYMSIEZw6deqS9/ajjz4iPDycqKgoWrVq5dCzPG3B5sSNGDGCqKgoHn/8cYeTWt5nzJkVK1a49NDu1q0br7/+OkOGDCEiIsJxH8pi8eLFjsjirFmzePrpp7n++uvp0aOHw9aXXnqJbdu2ERUVxYIFC7BYLLzwwgsMHz6cyMhIvvnmG4dOEyZMYObMmURERDB//ny+/PJLx7XeeOMNPv74Y3Jycpg4caLDvt9//71c+yrCYrHw4osvMn/+fODS6eJPPPEEq1evBmy9yB966CHA1jLt1VdfBcrXwfmZfvvtt+nXrx+TJk3innvucfl8r1ixghEjRtCnTx+2bduG0Wjk9ddfZ9myZURFRbF06VK2bNlCVFQUUVFRDB48mOzsbK6Erl270qxZM7fHt2nThtatWwMQFhZGvXr1SEtLu+Rxr732Go888gje3t6XHKuqKqqqkpeXh6qqZGdnl9tTs2nTpmRkZHD+/Hm35yDT1MRG6is+UmPxkRrXXspajz1lipFHHingkUcKSo1v3jwDqM9NNxVnSkp9XanVTnZISJ3L+jN0aECZx18O+fn5REVF0a9fPx599FGeeOIJTCYTnTp1Yv369WzcuJEhQ4bw448/Oo5ZuXIlW7duJTU1ldOnT5Oens67777LsmXL2LBhAz169GDBggVu2/D444/z5ptv8vfff/Pyyy/z5JNPXtYcnJk7dy433XQTmzdvZurUqTz99NOALYX4wQcfZN26dSxatIhHH3201LGLFi0iPj6ejRs3snnzZqZNm+bYZzKZmDFjBnfddRfDhg2joKCAWbNm8eWXX7JlyxYsFgtfffWVY7zFYmHVqlX8/PPPl7R59uzZ/P3330RHRxMdHc3Jkyc5fPgwO3fuZNu2bURHR+Pj43PJ8zhT3j2134fVq1df0X0ICAjgr7/+4p577mHevHku5yzr3lqtVu666y6io6MZPXr0Je0+duwYy5YtY/Xq1URHR6PValmyZInbn7GdO3fSvXt3l21169Zlw4YN3HXXXXz88cdu3T+w9T9cvXo1P/zwAy+//DIAL774IgMGDCA6OpoHH3yQ//73vwQGBrJu3TrWrVvHt99+S3x8PAAxMTE899xzbN++ncmTJ7Ns2TLHuZcvX87EiRPx9vbm22+/ZcOGDaxcuZLnn3++1JvR7OxshyNa8s/Ro0cBW7r0qFGjHE6cyWSqcG4DBgxg27ZtACQlJXHs2DEAtm/fTv/+/cvVwZm9e/fy66+/smHDBr799lv27dvnst9sNvPXX3/x2muv8dZbb2EwGHjmmWeYNGkS0dHRTJ48mY8//pi33nqL6OhofvvtN3x8fNyab1WyZ88ejEYjLVu2rHDcgQMHOHfuHNdff71b59Xr9bzzzjtERETQsWNHjh07xm233Vbu+K5du7Jjxw637b4ch1xy9SH1FR+psfhIjWsvZTnZTZqozJ+fz+DB5lLjGzduBKgkJSU5tkl9XZHVgEpgTxcHm4PywAMPOH5eu3YtTz75JFqt1sVZnDBhAhkZGYSHh9OxY0f+/PNPjh075nCijEYjffr0cev6OTk57Ny5kxkzZji2OUeEX3zxRd59910ATp8+7dh++vRpoqKiAFt1v4iICAB27drFt99+C8BNN93kiOxt3LjR4UjYr5udnU1AQPGLig0bNjBjxgxHFLBOneIXFo899hjnz5/nxhtvBODEiRM0b96cNm3aALYo/ZdffskDDzwAQEFBAV5eXqUic5999hlLlizB19eXV155xXGfZs+ezS+//MK4ceNo3bo1x48fx2QyYTQa3YqauXtP7fdBVVUURbns+zBlyhTH388+++wl721OTg7169cv086ytI2Ojmb//v2OaHRBQQH16tVj9+7dbn3GkpOTqVu3rsu2cePGAbYI7KpVqyq8d86MHTsWjUZDeHg4qampZY75+++/OXz4MCtXrgRsn8WTJ09iMBjo2bMnzZs3B2wOVGpqKklJSaSnpxMcHEyTJk0wmUz861//YuvWrWg0GpKSkkhJSaFBgwaOawQEBFS4XjcpKYkVK1bw66+/OrZdqq3EgAED+Oyzzzh69Cjt27fn4sWLJCcns3v3bt544w1+/PHHMnVwZvv27YwePdrxAqik8+l83+1ZCiXp168fzz33HNOmTWPcuHH4+/tfcr5VSXJyMg888ACffPJJhb3FrVYrzz77LJ988onb5zaZTHz99dds3LiRFi1a8NRTT/Hee+/xxBNPlDk+NDSU5ORkt8/v7+/v9ljJ1YfUV3ykxuIjNa69lFdZvDzCwmwVxuPi0jgYY6Xfwll02L+f/CVLUIsKo13r1Gon+8KFjEsP8uDxffv25cKFC6SlpREWFsZ1113Hvn37eO+99/jtt9945JFHAFskOyQkhAceeIBffvkFf39/hgwZwhdffHHZ17RarQQFBZX7S/VLL73EDTfcAOCSIt6iRQvHMStWrODPP/8s83j7Ogur1cqaNWsuGREur79wq1atCAkJ4bvvvuPWW2+tcB1GQUEBVqsVX1/fUvvuv/9+Hn74YTZs2MBzzz3HmjVrAFvK+L/+9S9uvPFGzpw5Q3h4ODfccAPt2rWjRYsW5OfnV2i3MxXdU/t90Ov1FaYUl3cfnLe7c2/PnDlTKrJspyxtVVVl+vTpvPDCCy5j//jjD7c+Yz4+Pi4vaQC8vLwAm+NpNpd+O1keBoPB8e/y9FZVlTfeeMMlRR1s6eIl9Z8wYQIrV64kJSWFyZMnA7BkyRLS0tL4+++/0ev1dOvWrZT92dnZjB07tszrf/7555w5c4a4uDjHOuG8vDz69u1LTExMuXNr1KgRmZmZrFu3jgEDBpCRkcHy5cvx8/MjICCgXB1Kzr0i3Lnvjz32GCNHjmTt2rWMHDmSZcuWERYWVuF8w8PDK7yuu2RlZTF9+nTmzZt3yZeCOTk5HDlyhPHjxwOQkpLCLbfcwvfff+9YF16SgwcPAjgi5BMnTqxw3XVBQcFlv1CTSCQSiURy+TivybZa4fbb/Wje3MrLL+dTVpyiUaNGQFPee+85/vtfDefqH0J/9Ci8/DJ5//lP9RpfS6nV6eI1zfHjx7FYLAQFBbn0fvPy8iqVpqkoCv7+/qSnp9O7d2927NjhWKObl5fHiRMn3LpmYGAgzZo1Y/ny5YDtF/d//vnniufQt29fR6XgJUuW0L9/fwCGDh3qWAMOxb8AOzN06FC+/vprh0OQkVH80mLOnDn861//4qOPPiIlJYW2bdty5swZx5x//vlnh6O4cuXKS/7SHhIS4kjptRdc0ul05OfnOx78wMBA7rvvvstOF6/ontrvg3197eXeB3vK87JlyxxzLO/eZmZmsn37dkfGgTtERUWxcuVKR+Q4IyODs2fPuv0Za9eunWOMJ/D393dZCz5s2DC+/vprh5YnTpxw1CkoyeTJk1m6dCkrV65kwoQJgM3RCw0NRa/Xs2nTJof2ztgju2X9CQ8PZ+TIkRw9epT9+/ezf/9+fH19Hange/bscWRXlKRPnz589tlnDBw4kAEDBvDxxx87npfydHCmf//+rFmzhoKCAnJyctwqaFby/sXFxdGxY0ceffRRevToQWxs7CXnezmUN3+j0cjtt9/OTTfdxMSJE132vfzyy6UyHgIDAzlx4oTjHvfu3dvFwe7Xr1+pa4SFhXHs2DHHWu+///6bdu3alWvryZMn6dChg9tzK6smgUQcpL7iIzUWH6lx7cW5fVdiosLvvxv45RdDmQ422CPZZzEYLpKaqmHPC7ZltF5LlqDdtauarK7dSCe7BPY12VFRUdx9990sWLAAb29voqOjiYiIICIiguXLl7tUXZ4wYQKRkZGcPHmS6dOnU69ePT755BNmzpxJZGQkI0eOJDY21jF++vTpjB49mp07d/LUU08xevRolzXen3/+Od999x2DBg1iwIABV1z8CWwFpRYvXkxkZCQ///wzr7/+umP7vn37iIyMpH///nz99deljr3tttto0qQJkZGRDBo0qFQV6ZCQEJ588kmeeuopvL29+fjjj5kxYwYREREoisKMGTNYtWoVX331Fa+99lqZ9n355ZeMHj2aRx55xJFu/cwzzzBo0CAiIiLo3r07AwcOZMeOHfz999+ONeXO7Ny5k9GjRzN9+nRSUlIYPXo0o0eP5syZMzz11FMV3lP7fRg+fPgV3YfCwkJGjBjBf/7zH0eBrPLu7ZQpU0hLS2Ps2LFERUWxevVqXnzxxQr1Cw8PZ968eUyZMoXIyEgmT55McnLyJT9jdkaOHMmWLVsqvEZl6NSpEzqdjkGDBrFgwQJuv/122rdvz5AhQxg4cCCzZ88ut5p4hw4dyMnJISwszLF2etq0aezdu5dhw4axZMkS2rZtWyV26vV6wPafSHnR0f79+2OxWGjVqhXdunXj4sWLDBgwAChfB2d69uzJqFGjiIqK4vbbb6d79+4EBgZWaNegQYM4duyYo/CZ3ckfNGgQ3t7ejBgx4orm+5///IdOnTqRmJjIoEGDHFk35c1/+fLlbN26lR9++MHx/Wd/OXT48OFylziURXp6eplR/bCwMObOncvYsWOJjIzkn3/+Yfbs2WWew2QycerUqXKj4mXhvKRAIh5SX/GRGouP1Lj24pwufvy4zbNu27b8bjBdzp5lBxDobSt8tjGuJTkPPwyA77PPgqw0jlJT5da3bdumlozCZGVlXfKX0prAaDS6pMpKrh7Gjx/vsja3PK5E427durF+/fpSa54vx5Y77riDRYsWXdZ1Lxf7S5wrbTMlAnZ9X3jhBW666SY6derkkevYe0zm5eUxbtw43nvvPZeK957C3c/ilcx/ypQp/PLLL26PX7NmDadPn+a+++5z+xiwVbPft28fb731FqtWrWL//v2OF2/OlPf/xNmzZ6+ol7rk6kDqKz5SY/GRGtdOcnNzadq0KQaDgcTERBYu9OGZZ3y5885C/v3vvFLjvb74Ap+nn0axWplkuI/lxs8YM8bIm8/toePEiWhSUshZuBBTUd0ikYmJidkzfPjw3mXtk5FsidDceuutNW2Cg7KqxJeXulyVvPLKK440oGudl19+2WMONtiq2EdFRTF06FDGjx9fLQ42QL169Zg4cSJ79+6tcNyVzP9yHGywFXy7XAd7wYIFvP/++46Cg2az2dFGzV3Kq5sgEQOpr/hIjcWntmscGxvLwIEDeeWVV2ralGrF/jti48aN0Wg0xMba3MOyItne776L79y5KFYr/1IUlhtt7U83b9Zh9vEn/7nnAPCdPx/ySjvo1xIyku0GFovlktWJJVc317LG33//Pf8pUaSiX79+vP322zVkUdVzLesrGuX9P5GXl1dmcUWJGEh9xUdqLD61WePTp08zduxYkpKSaNq0Kfv3769pk6qNv/76ixtvvJGoqCiWL1/ODTf4s2mTnp9/zmbECKdCrSYTwW3aoGRnk/vxx7R//XXOnTtHkyYFJCR48dtvKQzoqyFg5EgsXbuSP38+quBZlBVFsmt1dfHagtlslr+gC861rPEtt9zCLbfcUtNmeJRrWd9rhdTUVEeLOIl4SH3FR2osPrVV44SEBCZOnOjo+ZyUlITVaq2wlaVI2CPZTZo0ASA21vb7Urt2Vpdxup07UbKzsbRti/H//o9GixZx7tw5OnU6T0JCM/7808yAAT5kr14NcpmtTBd3B/nLufhIjcVG6is+tTELSlJ1SH3FR2osPrVRY3sb0TNnztCrVy+CgoIwm82ObiLXAs5Fz7KyIDlZg7e3SpMmrk62vqhrimnkSMDexguaNbN1t4mJCbYNdHawra7nuJaoVU62oigYjcaaNqMUNZVSL6k+pMZiI/UVA6PRWO6avvKq2EvEQOorPlJj8altGl+4cIFJkyZx4sQJunTpwpIlS2jWrBkAiYmJNWxd9eHsZNuj2G3aWCgZyDd37Ypp+HBMo0cD9jZeEBQUA8CuXd44u3G6tWsJHDgQ7SXqxYhKrUoXt/eMLSgoqGlTXMjNzcXPz6+mzZB4EKmx2Eh9xUBRFPz9/cvcl5ubS7169arZIkl1IfUVH6mx+NQmjbOyspg6dSpHjhyhXbt2/PLLLwQHB9OoUSMOHjxIYmLiZbWRvJopy8lu27Z0BNo0eTKmyZMdP9sj2dnZJwgPt3D0qJaYGC39+9tepug3b0Z7/Dg+zz5Lzm+/QS0vfFfV1ConW1EUR3XZ2oSXlxdeXl41bYbEg0iNxUbqKz72XusSMZH6io/UWHxqi8Zms5mbbrqJffv20bJlS5YtW+Zw/u2O47Uayd6wofzK4iWxR7ITExPp18/M0aNadu3SOZzs/DlzMPzwA/rt29Hu3ImlXz8PzaB2UqvSxWsrycnJNW2CxMNIjcVG6is+UmOxkfqKj9RYfGqLxjt37mTHjh00aNCA5cuXO5xFuPacbJPJRHJyMoqi0KhRI6dItquTbfj+e3RbtoC5uNp448aNAVuhuD59bNt37XKK3wYGYho1CgDdgQOenEatpFZFsmsrer2+pk2QeBipsdhIfcVHaiw2Ul/xkRqLT23R+OTJkwAMGTKEpk2buuyzO47nzp2rdrtqgsTERKxWK2FhYRgMBhITbfFXl8riBQW23tj5+Vw8dAi16KWEcyR78GATzz+fyOjRrkvzLJ06AaD9559qmE3tQjrZbhAkeI83idRYdKS+4iM1Fhupr/hIjcWntmgcFxcHQIsWLUrtu9Yi2c6p4gBr12aTmqpQp05xwVjd5s0o+fmYu3Z1ONhQnP5//vx5GjY0c++9Vvz8XNdyWzp3BkB76JBH51EbkenibpCWllbTJkg8jNRYbKS+4iM1Fhupr/hIjcWntmhsd7JbtWpVat+17mQrCtSvr+KcdKD/6y8ATNdd53Ksl5cX9erVw2KxkJKSUqa+jkj20aNQy6rLexoZyXaD2vLmTeI5pMZiI/UVH6mx2Eh9xUdqLD61ReOKItnOKdCqqpbbNlIUSjrZpVBV9H/+CZR2ssH2UiItLY2kpCSs1vZ8+aUPTZtamTmz0HZ4cDD5zz6LpUULW89srdYj86iNyEi2G9TG3t2SqkVqLDZSX/GRGouN1Fd8pMbiUxs0VlW1wki2n58fwcHBGI1G0tPTq9u8asfZyf70Uy8GDgzku+8Mjv2aEyfQnj6NtU4dLL16lTre+aXE2bMqH3/szU8/GVzGFMyZg2nKFKgla/KrC+lku0F+fn5NmyDxMFJjsZH6io/UWGykvuIjNRaf2qBxeno62dnZBAQEEBISUmr/wYNa6tfvClwbKeMJCQkANGnShEOHtBw9qsVkKt7viGIPH15mFNqeXp+UlES7dhk88UQ+8+bVvM61AZku7ga1pa+fxHNIjcVG6is+UmOxkfqKj9RYfGqDxs5R7JKp4IWF8NlnXqSnvw30IzExka5du9aAldXHmTNnAFsk+4038pg5s5CGDZ2Kl+l0WBs3xjRyZJnHO0ey27Spz7x5BaXGKOnp6H/9FaxWjHfdVfWTqKXISLYb1Ja+fhLPITUWG6mv+EiNxUbqKz5SY/GpDRpXtB4b4NdfDaSn9wWaCR/JLigoID4+Ho1GQ8uWLfH3h27dLDRoUFxZvPC++8g8cADTpEllnsM5kl2evkp6On6zZ+P9wQdVP4lajHSy3cBgMFx6kOSqRmosNlJf8ZEai43UV3ykxuJTGzSuaD22lxcMH27PlR4vvJN94sQJrFYrrVq1wsvLq/yBilJuwTLnauwGg4GUFIUFC7xYsKD4fNZWrVC9vdGePYuSmVmlc6jNSCfbDQICAmraBImHkRqLjdRXfKTGYiP1FR+psfjUBo3Li2SnpCgsXmygd29z0ZYJwjvZR48eBSA8PJw9e7RMmeLPp58WO8fanTtRUlMrPIc9XTwpKYmAgAAyMhSee86XTz7xLh6k02Hp0MF2zsOHq3gWtRfpZLvBtVBd8FpHaiw2Ul/xkRqLjdRXfKTG4lMbNC4vkv3773oeesiPVasMaDQqMIT4+IvVb2A1Yney27dvz8GDWv7+W88//xRFrFUV/xkzCAoPR3P8eLnncI5kp6Wl0batlaAgK0lJGhISite8Wzp2BED7zz8emk3tQzrZblCnTp2aNkHiYaTGYiP1FR+psdhIfcVHaiw+tUHj8iLZjRtbGT7cxB13FNK1azZg4NSpttVvYDXiHMmOjbU5123bWgDQHjqEJikJtWFDrG3Lvw8BAQH4+/uTn5+PVqtFo4FevWzn2LWruL62pXNnx3mvFaST7Qa1oeWAxLNIjcVG6is+UmOxkfqKj9RYfGpa46ysLNLS0vD29nakOdu57jozS5bkMH26kbFjbU5iWtoAVFUt61RCYHeyO3To4ORk2yqLO1p3jRhhW5NdAfZo9unTpwHo08eWcr97t5OT3akTIJ1sSQkKCkqXo5eIhdRYbKS+4iM1Fhupr/hIjcWnpjW2O4HNmzdHoynfBbrhBts+i+V60tIuVoNl1U9+fj6nT59Gq9XSunVrYmNtc7ZHsnV//QWA6brrLnku+wuLs2fPAsVOtksku1MnrIGBqMHBVTaH2o50st2gNvT1k3gWqbHYSH3FR2osNlJf8ZEai09Na1zeeuylS/Vs2aLDXFTzrE0bKwbDKSCENWtyqtnK6sG5srjV6sWZMxp0OpWWLa1gNKKLiQHAPGjQJc9lj2TbX6L07m1GUVQOHNBSWGgbo9apQ2ZcHDlLlnhmQrUQ6WS7QW3o6yfxLFJjsZH6io/UWGykvuIjNRafmta4rPXYFgs8/bQv48cHcPx4sVvUoMFOANasqaC11VWMc9GzU6e0qKpCy5ZW9HpbBXDFaMTSpg1qUNAlz2V3sk+cOAFAYCC0a2fFaFTYv9+p9dcl0s5FQzrZbuDt7X3pQZKrGqmx2Eh9xUdqLDZSX/GRGotPTWtcViR7zx4taWkamjWz0KGD1bE9PNxWUXv79gaIuCzbueiZ/eWCPVVcc+IEqqJg7tHDrXPZney0tDTHtrLWZQNgMqE4jRMZ6WS7gY+PT02bIPEwUmOxkfqKj9RYbKS+4iM1Fp+a1risSPYff+gBGDXK5BJo7do1F0gjPT3YJcItCmVXFre9ZDBNncrFuDjy589361z2NdllOdnO67J1a9cS3KQJvo8+Wmn7rwbE+9R4gIyMjJo2QeJhpMZiI/UVH6mx2Eh9xUdqLD41rXFZkew//jAAMHq0yWVskyZhwG/4+aWSmCieu3Ts2DGg7PZdAAQGopaowF4e9kj2uXPnHNvKcrKtzZqhmEzXTK9s8T41HqBu3bo1bYLEw0iNxUbqKz5SY7GR+oqP1Fh8alLjgoICEhMT0Wq1NGnSBIC4OA1Hj2oJDLQycKDZZbzNcZxF7943MnSoGSUjA0cVr6uc/Px84uLiyq4srqpcbn68PZKdmprq2NaunZXAQCuJiRrOnbOlCFhbt0b19kZ79ixkZVXRbGov0sl2g+zs7Jo2QeJhpMZiI/UVH6mx2Eh9xUdqLD41qXF8fDyqqtKsWTP0eluKuD1VfMQIM0WbHDRu3BjIJTHxHPo1awjq2JGAUaOEcLRjY2NRVZVWrVqh13tx4kRxurhu+3aCOnbE59ln3T5f3bp1MRgMXLx40dELXaOBXr0s6HQqx48XFT/T6bCEh9v+eQ30y5ZOthsYjcaaNkHiYaTGYiP1FR+psdhIfcVHaiw+NalxxeuxS9tlT4HueOYMObc/yYnCpuj278f7vfc8b6yHcV6PnZ6u4OWlEhpqJThYRRsTg+b8eZTcXLfPp9FoHO3ZkpKSHNs//DCX+PiLDB1anCVg6dQJAK10siVQ8339JJ5Haiw2Ul/xkRqLjdRXfKTG1YPFYrn0IA9RkxqXXI998aLC1q06tFqVESPMpcYHBQUx1tubqYUTaGSKZ26DrwHwfu89NKdPV5vdnsDZyQ4NVTl5MpNduzIB0O3dC+B2ZXE7zZs3B4rXegM0bqxSstadw8m+BtZlu+VkK4pyWlGUg4qi7FMUZXfRthBFUdYqihJb9Hcdp/HPKIpyQlGUY4qiXO8p46uLmu7rJ/E8UmOxkfqKj9RYbKS+4iM19jyfffYZzZs3Z9OmTTVy/ZrUuGQke906HRaLwsCBZoKDS69BVhSFG728GMw2vDQmGNCH/DlzyF2wAGuRQ3m14uxk2wkMtP2tLXKyLT17XtY5e/XqBcCuXbtK7bNabX8ALJ07264jI9kuDFVVtbuqqr2Lfn4aWKeqaltgXdHPKIrSEZgOdAJGAQsURdGWdcKrhZpuOSDxPFJjsZH6io/UWGykvuIjNfYsW7du5bnnniMvL4/o6OgasaEmNS4ZyV692lZVfNQoU7nHfN2tG0+RwBeLVvHVV3kUPPsspilTcOn1dRVijza3b9/epcaZkpGBNi4O1dvbsXbaXfr27QuUdrKfeMKH1q2D2LvX5gqau3YlZ+FCcj/+uBIzuDqoTLr4DcCion8vAiY6bf9RVdVCVVXjgBNA30pcp8YxGAw1bYLEw0iNxUbqKz5SY7GR+oqP1NhzpKamcs8992AtCic6r5utTmpSY+dIttEIf/1lay1V0snW7ttnqyQOhDVuzA9A+oVzlERz9Cia+HjPGu0B8vLyOH36NDqdjjZt2jBtmj/9+gWyf78WbUwMAJYuXShVCe4S9O5ti8Hu3bsXk6n4nmZmasjM1HDsWFG8NTAQ05QpWNu3r5oJ1WLcdbJV4E9FUfYoinJv0bYGqqomART9Xb9oe2PgrNOxCUXbrloyMzNr2gSJh5Eai43UV3ykxmIj9RUfqbFnsFqt3HfffSQnJxMSEgLUnJNdUxqbzWbOnDkD2JzsEyds7k+7dhZatrQ6xilpafhPnIj/xIkomZmO4meJiYkYjXDggM1R1P/2G4GDB+P7yCOX3e6qpnGtLG7g2DEtsbFa6tRRr3g9NkC9evVo2rQpeXl5HHJKBX/22XwOHLjIzTdfe4UNdZceAkCEqqqJiqLUB9YqinK0grFl5VCU+gSmpKRw9913o9PpsFgsTJ48mVmzZpGcnIyfnx9arZasrCxCQ0O5cOECqqoSGhrK+fPn8ff3ByAnJ4cGDRqQmpqKoiiEhISQmppKYGAgFouF3NxcGjZsSHJyMnq9nqCgINLS0ggKCsJoNJKfn+/YbzAYCAgIID09nTp16pCfn09BQQENGzbEZDJx/vx5fHx8yMjIoG7dumRnZ2M0Gh3H+/j4YDAYyMzMpF69emRmZmIymRz7a9uckpOT8fb2lnMqmlNQUBDx8fFCzUlEna50TmazmYSEBKHmJKJOlZmT/RkWaU4i6nSlcwJbCx6R5iSiTpWZk7+/PwkJCULNqTbo9Morr7BhwwZCQkKYP38+jzzyCGfPnq2R58lkMlFYWFjtOuXm5mI2m6lfvz4ajQY/vzh27fIjN1dPfPxFx5yCfv2V4Kws8jQa0goKCCxaqHzmzFk6dAggI0PH3r1JaBs1omNAAPpNm8h+/30MDz541Xz2du/eDUC7du1ISDjLihXnOHeuAVbrOdIiI/F+6ikutmtHwBXo1LNnT86ePcuaNWvo0KFDkc22OZ05UzwnXUwMjdetI715c/Jvvvmqep5K6lQRinqZb2AURZkP5AAzgSGqqiYpihIGbFBVtb2iKM8AqKr6etH4NcB8VVW3OZ9n27Ztavhl5vvXFImJiY63WRIxkRqLjdRXfKTGYiP1FR+pcdWzadMmJk2ahNVqZcmSJXTv3p22bdsSFBTkSJ+uTmpK47///pspU6YQERHBr7/+Wu4431mz8PrhB/JeeYXCWbNYs2YNN998M8OHD6ewcDWbN+v5/vscRo82of/lF/xnzkQNCCBz2zbUq+Sz+9JLL/HBBx8wd+5cnn766So993vvvccrr7zClClTWLhwYbnj7PfOOHo0ud9/X6U2VDcxMTF7hg8f3rusfZdMF1cUxU9RlAD7v4GRwD/ASuCOomF3ACuK/r0SmK4oipeiKC2BtsDOyk2hZnFeWyARE6mx2Eh9xUdqLDZSX/GRGlctKSkp3HvvvVitVmbPns3w4cMJCQlxRA3z8vKq3aaa0rhkZfEyu5ipKrqiquvmqCgAl3TxXr1sB+3ZY0sZN02ejHHUKJTsbHyffdaD1lct5RU9qwo6FbXnKln8bNYsX4YMCcDeevta6ZXtzprsBsBmRVH2Y3OWf1NV9Q/gDeA6RVFigeuKfkZV1UPAz8Bh4A9glqqqNdeUrwqQvRvFR2osNlJf8ZEai43UV3ykxlWHxWLhvvvu4/z58wwcONARsVQUxXGfa6KdVk1p7FxZ3GyGNm2CGDIkgIKC4jGa06fRJiRgrVPH4QTanexz587Rq5etl/aePUUrbRWFvLfeQlUU9KtXQ2Fh9U2oEji374qMDGTKFH/S0xW0u3bh/dZbaPfsueJzR0ZG4u/vz5kzZ1w+X3v36jhwQMeJE7YXFNY2bVC9vNCeOQNZWZWbUC3mkk62qqqnVFXtVvSnk6qqrxZtT1dVdbiqqm2L/r7gdMyrqqq2VlW1vaqqqz05gepA9m4UH6mx2Eh9xUdqLDZSX/GRGlcdX331FRs3bqRevXosXLgQna64BFNYWBhQM8XPakpj50j2mTO2atcZGQre3sVjdEVtzcyRkaCxuUchISF4eXmRlZVFeLitaFtMjM7R81lt0gRr+/YoRiPa/furb0JXSF5eHvHx8eh0Ory82nLkiJaYGC3BwSr6NWvweeMN9L/9dsXnT01NLbNfdvv2tliro8K4TudoEab7558rvl5tpzItvK4Z/Pz8atoEiYeRGouN1Fd8pMZiI/UVH6lx1bFu3ToAXnzxRYdTbacmI9k1pbFzJLtVKyvx8RksWZLjMka3bx9QnCoOtsi/PZpttSbQqJGV7GyF48eL3SfjtGkUzJyJGhTk4VlUnuPHj6OqKq1bt2bPHl8A+vUzo9WCzt6+q2fPKz6/n58fffr0AVyd7Hbt7E528X0zFznj2p1X9YriCpFOthtotdqaNkHiYaTGYiP1FR+psdhIfcVHalx1HDx4EIB+/fqV2md3uhMTE6vVJqgZjVVV5fTp0wC0bNkSgIAAaNfO6jIu79//JnPnTowTJ7psb9zY1oU4MTGR3r1tKeO7dxdnBhQ8/jj5b755VfR9dk4V37rVNocBA8ygqmjtLxmuoH2XHa1W63Cydzo5z6Ui2YB5wAAA9Fu2XPH1ajvSyXaDLIHXC0hsSI3FRuorPlJjsZH6io/UuGpIS0sjKSkJPz8/h1PpTE2mi9eExsnJyeTn51O3bl1HS64yURTbWuGiloF2XIuflViXfZVhL3oWHh7Otm3FTrYmLg7NxYtYGzSoVJX0rKwsh5O9f/9+jEZj0fXKdrLNvXphLhovItLJdoPQ0NCaNkHiYaTGYiP1FR+psdhIfcVHalw1/FO0xrVjx45lRo7tTmNNONk1oXHJyuLDhwdw003+ZGYqxYPKLDduw9nJ7t3btcK4HU1cHIYffkA5f74KLa967JHsRo26cvy4Fh8fle7dLWiLUsXNPXqAolR0igoJDQ0lODiYdu3aUVhYyIEDBwBo3dqKRqMSF6dx1IdTGzUie+1aCubOrdykajHSyXaDCxcuXHqQ5KpGaiw2Ul/xkRqLjdRXfKTGVYM9VbxLly5l7q/JNdk1obHzeuzUVIW9e3Vs26YjIKC4f5XfjBkEDBnicDadcXayu3Uzo9WqHD6sdbSjAvB59ln8Zs1CX1Q8rbZid7Lz8mzrrnv1MmMwOK3HrkSqOBTrWzJl3MsLWrWyYrUqnDx57bie185MK4Fa1Y3kJLUOqbHYSH3FR2osNlJf8ZEaVw0VOdkmU82mi9eExs6R7H/+sUWgO3Wy2AuIg8WCLjoa3YEDqGVE2p2dbF9f6NjRgtWqsH9/ccq4uW9foHYX8crNzSU+Ph69Xs/p082AovXYgBocjKVlS8yVKHoGxfr2LbofZRU/O3rUKQvAakVz5Ai6tWsrdd3ainSy3UCmMImP1FhspL7iIzUWG6mv+EiNq4bynOzTpzW0aRPMsGE9gM9JSkqtdqe3JtPFW7Vq5XCyO3c2O/Zr9+9Hk5WFpUULrE2bljre2ckG6NXL5izu3l3sLFqKnEpdLXayjx8/DkDr1q3ZudMAFDvZBXPnkrVnD+Zhwyp1Dbu+ZVUYL6v4mebMGYIiIvB74AEcfdEEQjrZbnC+lq+xkFQeqbHYSH3FR2osNlJf8ZEaV578/HxiY2PRaDR06NDBZd+qVXqysxWysjTATEymHtWevl0TGjtHsg8dKo5k29Ft2gS4tu5ypqSTPWmSkfnz8xgxwuQYY+7eHVWnQ3voEGRnV/0kqgB70bPWrbtz4IAWrVZ1VEt3UIn12FCsb7t27QgKCiIxMZGEhAQA2re3FtlR7GRbmzfHGhaG5sIFNEX2iYR0st3A39+/pk2QeBipsdhIfcVHaiw2Ul/xkRpXniNHjmC1Wmnbti0+Pj4u+1atskUvo6JMhIa+CcRVe8p4dWusqiqnTp0CbJHsgwdtKd5duhQ72fZ11KZBg8o8R7169dDr9Vy4cIG8vDwGDTLzyCOFdOzoFHn19cXStSuK1epY31zbsK/H9vMbgcWi0K2bBX9/UBITUdLTq+Qadn01Gg29e/cGiqPZ9kj28eNO6eKKgnngQAB027ZViQ21CelkSyQSiUQikUgkVznlpYonJyvs3KnDy0vlu+9y6Nx5DZBUI+uyq5OMjAyysrLw9/cnIKAesbEaNBqVDh2KnGyjEd327QCYy3GyNRqNW+vY7a2oamvKuN3Jzs+3Ob/2VHGft98muG1bDF9/XaXXK1n8rG1bCwaDik6n4rxKwVTkZOu3bq3S69cGpJPtBjk5OTVtgsTDSI3FRuorPlJjsZH6io/UuPLY23eVdLJ//10PwLBhJvz9iyuM21Ogq4vq1tgexW7RogXHj+swmxVat7bi62vbr9uzByU/H0t4OGr9+uWep2TK+N69Wt5+25sdO5z6Pvfti+rlhVIL+70nJCSwe/duAHr18mXoUBODB9vS3e0V1a3t21f6Os76llyX7esLCQkXiY7OdslKNw8YABRFsgUrfnh1dlOvZho0aFDTJkg8jNRYbKS+4iM1Fhupr/hIjStPeZFse6r4uHE2x0qv7wmEs327P3fcUX32VbfGzj3DDx60Fz0rThU3d+pEzqJFFfbJBmjcuDFQ7GT//rued9/1ITdXoV+/fABMY8ZwMT4eDIYqn0dlOH/+PJMmTeLChQv07duXhx4K4ZFHbM6wkpqK9p9/UL28MHfvXulrOevbq1cvFEXh4MGD5Ofn4+Pjg64Mr9Pavj3WunXRJCWhOX0aa8uWlbajtiAj2W6Qmppa0yZIPIzUWGykvuIjNRYbqa/4VFbj3Nxcdu3a5YheXmtYLBYOHToEQOfOnR3bMzIUNm/WodWqjBplc7LT0/sAL7B7d+Wjl5dDdT/He/fuBaBbt25OlcWdHOrAQEzjx2OaOLHC85SMZA8fbuK++woYNqy4+BleXrXOwb5w4QKTJ0/m5MmTdO7cmR9//BGNptj10//1F4qqYo6MxBHerwTO+gYGBtKhQwdMJhP79+93bFdVKChwOkhRMA8YgOrvj+bkyUrbUJuQkWw3UCpZbU9S+5Eai43UV3ykxmIj9RWfy9E4NzeXnTt3cvDgQQ4cOMDBgwc5efIkVqsVf39//vnnHwIDAz1obe0jLi6O3NxcwsLCqFevnmP7mjV6zGaFwYNN1KljS8eNjMzlt9/g7NmOqGqli0q7TXU/x/v27QOgR48erF5dun2Xu5R0svv3t9C/f37Zgy0WlJwc1KCgyze4CsnKymLq1KkcOXKEdu3a8csvvxAbWxerFXr0sGAwgL6oP7Xpuuuq5Jol9e3bty+HDx9m586d9O/fnz//1PHgg34MG2bi88/zHOPy/v1v1OBgygx1X8XISLYbhISE1LQJEg8jNRYbqa/4SI3FRuorPu5qrKoqI0eOZMqUKcyfP5+lS5cSGxuLoih4eXmRk5PjiOheS5SfKm5bj21PFQfo08cbSMRorMvhw1qqi+p8jgsKCjhy5AgajYZOnTqXShfXbduG7wMPoPvzz0ueq6STXR76X38luGVLfObNq6T1lSMnJ4cbb7yRffv20bJlS5YtW0ZoaCjvvOPD6NGBrFhhAJMJ3fr1AJhGjqyS65bUt+S67Dp1VC5c0HDmjOtnTq1XTzgHG6ST7RYyTU18pMZiI/UVH6mx2Eh9xcddjePi4jhy5Aj+/v7MnDmTDz74gL///puzZ88yadIkoLgn8LVEWUXPcnNh/Xqbkz1mjNGxvVGjMGANAOvWVZ9zU53P8aFDhzCbzbRr1w5V9adjRwstW1po2NAWzdf/+SdeP/3kVlVru5N97tw5x7azZzV8952BbduK75+1SROUnBx0RU5lTZCfn8+tt97Kzp07ady4McuXL3dURw8Pt9C+vYUBA0xojx5FycvD0rYt1hYtquTaJfV1drJVVaVbNwv//HOR1avL6SVeWFgil/zqRjrZbnCtpRxdi0iNxUbqKz5SY7GR+oqPuxpvLXKKhgwZwptvvsltt91Gt27d8Pb2Jjw8HChuV3QtUVYke906PQUFCr17mwkLK67cHBoaiqKsLRpTfZHs6nyOnVPFAwPht99y2L07y5Ear9u0CSi/P7YzLYuKcZ04cQJLUZG0Vav0PPKIHz/8ULwO29K5M6qPD9oTJ6qs9/TlMmvWLKKjo2nQoAHLly+nadOmjn0vvZTPtm1ZNGmiYunShYsnTpD71VdVdu2S+rZu3ZqQkBBSUlKIj4/HYIBGjdQylyf4vPQSwS1aoP/ttyqzp6aRTrYbWC5RdVBy9SM1Fhupr/hIjcVG6is+7mpsd7IHFvXXdeZadrLLimQXp4obXcZqtVrq198PWNm+XU/+sQS83n8f5cIFj9pYnc+xvehZd6eq2XbnTsnMRLtvH6pej7l//0ueKyQkhMaNG5OXl+corNerl21t9549TpkAej3mnj0BaiSafeHCBZYvX47BYGDp0qW0bt264gMCA7F06lRl1y+pr6Io9OjRA+CSSzisQUEohYW2Vl6CIJ1sN8jNza1pEyQeRmosNlJf8ZEai43UV3zc1XjLli0ARERElNp3rTrZKSkpJCcn4+/vT/PmzR3bH364kNmz85kwwVTqmMaNvYHdmEwa9lz3Kj6vveYohOUpqvM5tkeyu3fvTkKCgsnpFug2bECxWjH36QN+fm6dz/7ywp4x0LWrBb1e5ehRDdlO2c/mvn0B0O7cWflJXCb2F1B9+/alQ4cOJfbpOHu2yO0rLLxk27IroSx927RpA8DJosrhP/xgYNCgABYs8HIZZ++X7U76/tWCdLLdoGHDhjVtgsTDSI3FRuorPlJjsZH6io87Gp89e5azZ88SFBREx44dS+1v0qQJfn5+pKSkcMHDUdnahN3x69y5s0uLpi5dLDz3XAEtWlhLHdOoUSPqFa3LXpszEGvLlhgnT/aondX1HOfl5XH06FG0Wi2dO3fmhhsCaNo0mJMnbfdGX1Ts7HIKftnbotkzBry9bUXUVFVh797iaLalyMnW1YCTvXnzZqD0C6isLLj1Vj+6dQvixAkNXt9+S1B4OF5ffFGl1y9LX7uTfeLECcDm3x86pHO0VLNj6dED1dvbtla8hlLtqxrpZLtBcnJyTZsg8TBSY7GR+oqP1FhspL7i447G9khd//790WpLryXWaDS0a9cOuLaKn5WVKn4peuv1fM0fAPzhM5Gsv/8Gvd4j9tmpruf44MGDWK1WwsPD0Wp9UBRbqnizZlawWK6odVXJSDaUnTJu7t0bAF1MDC7h82rAnuURGRnpsv399725eFFD//4mWre2ol+7Fk16OmoV9MZ2pix97Snr9kh2+/a2Fz7Hj5d4fg0GW2YBoNu+vUrtqimkk+0Geg9/6UhqHqmx2Eh9xUdqLDZSX/FxR2O7E1HWemw712LKuHMkG2yZwP/3f3588olXmX6edu9enly9mlHsIEDJIja/GfGp/mC1ov/lF7faWl0J1fUcO6eKGwywe3cWJ09etL1DKCyk8L77MI4bh7Xos+IOZTvZtpTrPXuKHUa1bl1y//MfsteuhTJeBHmKCxcucOjQIby8vOjVq5dje0KCwmefeQPw8sv5KPl56Ioi3qbhw6vUhrL0LZku3r697Z4dO6ZFVV3H2lPGdYKkjIvXlMwDBNVwQ3mJ55Eai43UV3ykxmIj9RUfdzS2R7LLWo8NoKrg7T0C8LomneyuXbsCsHOnjj/+MHDsmJYHHyx0HWy14vvww+gKClgOBIUdIjtxAOvX67g3+Bf8Z87E0rw5WYMHg5frutnKUl3P8f79+wEcRbcAHEFbX18K5sy57HM2a9aMgIAAUlJSOH/+PA0aNHCJZKtqcWE147RplbL/SrC/gOrTpw/e3t6O7a++6kNBgcKkSUZ697agX7MJpaAAc48eqA0aVKkNZenbqFEjvL29SUlJISsri5CQQOrVs5KWpuHcOYUmTYo9bXPRyzNRip/JSLYbpKWl1bQJEg8jNRYbqa/4SI3FRuorPpfSOCkpiVOnTuHv7+9wJu2YTHDnnX589JEXX399F/ARBw8meNDa2kNubi4nTpxAp9PRvn17ALp0MfPllzk880x+6XZJGg25337LqVGjmAZ4+WwiKMhKTo6Cafx4LO3bo42Pr/L1ulB9z7FzZfGqarus0WhKRbNbt7YSFGTl/HkNSUll9KWqRspKFd+/X8vPPxswGFReeCEfcFqPfhmp8u5Slr4ajYZWrVoBpaPZR4+6RvrNvXuT++GH5Hrgs1cTSCfbDeQbdPGRGouN1Fd8pMZiI/UVn0tp7Fw5WadzTcT83/8MrFxp4PvvvRg58iLwb2Jjj3vI0trFkSNHUFWVdu3aOSKY/v4waZKJqVPLXhNsbdWKlBdfxAxYLF8TG5vJww8Xgk5H3ssvA+D9zjsoGRlVamt1PMc5OTkcP34cvV5Pp06dGDcugM6dgzh0SIuSlIT3u++iOXz4is5dsviZokD37jaH0bn4GXl5+Lz4In633EKpnGgPYS96ZneyVRVefNEHVVW4555Cmje3gqpeUdE3dylP39LrsotTxl3w9cV4661Yi5zyqx3pZLuB0Wi89CDJVY3UWGykvuIjNRYbqa/4XErj8lLFLRZbYSeARx8tYPFiC35+b5GefpJ0QaoUV4TbRc+sVvRLl6KkpAAQFhYGQErKGbRap5TdESMwDR6MJjMT73feqVJbq+M5PnjwIKqq0qFDB3Q6L44c0ZKYqKFRIyv6NWvwefVVfF5//YrOXda67J49bSnje/c6OYze3hh++gnD6tVojnv+ZU96ejqHDx/G29ubnkV9uv/6S0d0tJ7gYCtz5tjC+ZojR9CcO4e1fn0sTv3Dq4ry9C1ZYbzc4meCIZ1sN8jPz69pEyQeRmosNlJf8ZEai43UV3wupXF5Rc9+/VVPbKyWpk0tTJtmRKPRONKmr4UK4wcOHACKo6yxsRoee8yXFStci1BpDx/G/557CBw2DFSVwMBA/P39ycvLIysri7w8bH2UFYX8l19GVRS8vvgCTVxcldlaHc+xc6r4yZMa8vMVGje2UqeOin6NrWXZlUZx7U62/cWG7Tq2qGxMjFMkW6PBNGQIAPq//76ia10OJddjm83wwgu2Rehz5hRQp47tJYo1PJysdevI+/e/QVP1LmB5+rodyRYM6WS7gezPKT5SY7GR+oqP1FhspL7iU5HGqampHD9+HB8fH5diVqoK//63LYr9yCOFjg5Ubdp0Ah5m9uxOWCyetLrmsUdV7Q7g1q06vv3Wi1WrDC7jdEXOnmnwYEeFLvs9//XXHFq0CObhh22OmaVLF4zTp6OYTHh98kmV2Vodz7FzZfEtW2yOb48eZsjLQ79xI3Dl65Hbt2+PTqfjxIkT5OTkFJ8b2LfPtVq2eehQoHqdbHuWx/ff24reNW9u4Z57nArfaTRYevTANGaMR+woT1+7k33q1CnA2cnWVFc2fY0gnWw3kP05xUdqLDZSX/GRGouN1Fd8KtJ4W1G14T59+mAwFDuPa9fq+OcfHQ0aWLnllmJnIjy8LfA4x4+3YPVqcdu/WSwWDhetL7Y72faIqt35s2N3MM1FEVYoThn39T2NqtoKyNmdnvx588h7+WXyX321yuytjufYubL4unU27YcPN6HbvLm4qvYVOvteXl60b98eVVUd971xY5WlS7PZvTvLpcicafBgAHRbtkBhYVmnqzLs67EHDRpETg68/roPAM8/n1/VBeIrpDx9ndPFVVWlfn2VoCArmZkazp+v2YJxnkQ62W7g/IUuEROpsdhIfcVHaiw2Ul/xqUhj+3ps51RxVYV337U5Ew8+WIBT1yI6dWoPvAvABx94o1qsGBYvRrd+fdUbXoOcPHmS/Px8mjRpQp06dYDitcH2tcIAFBQ42iLZnT8odrILCuI5ffoiv/2W43AU1caNKXzooSpt4+Xp5zgrK4vY2FgMBgOtW3cgOtrmZI8YYcJQyVRxO/bK9s7Fz4YMMRMS4hqSVRs2xNypE0peHrqdOyt1zYpIS0vjyJEjjvXYa9boSUnR0KuXmUmTigvf6VeswH/sWPRLl3rMlvL0DQkJITg4mOzsbFJTU1EUCA+3rcv+8stqfAtQzUgn2w0CAgJq2gSJh5Eai43UV3ykxmIj9RWfijQumQ5r26Zj1y4ddepYmTHDNVIYHh4OfI2ipLNnj47dr2/C76GH8H36aVu4VhBKporn5sKRI1q0WpWuXYvz5HU7d6Lk52Pu2BG1fn3Hdnt6b1JSEn5+FVyoinJ6Pf0cO69Pj4nxJSdHoUMHC42Lip4BmK6/vlLXsK99dy5+Vh72lHGdB1PG7c9G37598fLyYsoUE6tXZ/H223kukXX96tXot21Dc+6cx2wpT19FUUqty549O5/QUCuTJolb1FI62W5wLVSnvNaRGouN1Fd8pMZiI/UVn/I0zsjI4PDhwxgMBkflZIB337WFru+7rxB/f9djmjRpQhtfmKl+DMC/D47G0qYN2hMn8Pr6a89MoAawR1OLHT8tFotCx44WfH2Lx+k2bABcU8WhOJKdlJQE2HzplBQnz0xV8bvnHoI6dkS5eLHS9nr6OXYuemZPFR8xwgQ5OZgGDsQSHo6lRI/1y6WsCuNnzmiYMcOPmTNd31QYx4yh8I47St33qqSsF1D9+lkcBdkANMeOYVi1CvBM6y47FelbssL4ddeZiYnJpGNHq2NMVfU0ry1IJ9sN7Ck4EnGRGouN1Fd8pMZiI/UVn/I03r59O6qq0qtXL3x8bOnhe/Zo2bhRj7+/yr33ll7vquTm8quq8i8+xlspYM1aL/bO/DcA3m++WSUOY23geFF7qA4dOgCwZ49tPXbPnq7V3jRpaaharaPitR27k52cnExSkkL79kEMGRJYHLhWFDQJCWjOn0e7a1el7fX0c2wvetatWzf++qt4PTYBAeR9/jlZW7ZUuqq2/YXG4cOHMZttKfm+viorVhhYvVqP2SlL39K/P3nvvYc5KqpS16wI5/7YZ86UMbecHPzvuAMlL4/CadOwFlXe9wQV6Vsykg24ZE8sWmRg8OBAfv31HzZu3EheXp7H7KwupJPtBrJ1iPhIjcVG6is+UmOxkfqKT3kal9W66733bFHse+4pIDi4RCqzxYLfvfcSnp9PJmn06W2LOL63fySmyEg0GRlV3v+5prBHBe1RwvKKnuV9+CEXT54s5ew5p4s3bKhitUJysob4+GL3wNy/PwC6HTsqba+nn2O7k92oUT+OHNHi76/Sv7/TvVAqX2QrODiYpk2bUlBQ4Lj/9eqpLFyYw59/ZnmiM1a5pKamcvToUXx8fAgI6EP37kFMnepf/JJEVfGdMwft8eNY2rcn7913PWpPRfqW5WTbMZvhm2+8iI3V8t57e5k0aRL/+9//PGZndSGdbDcoEC1/QVIKqbHYSH3FR2osNlJf8SlP45JFz3Jy4M8/9eh0Kg88UDqK7fPssxj++IN8Hx/GAA1bLEWjUVmyxMC5J1639X9euLBK+z/XBBaLhdOnTwPQsmVLAGJibEXPevUqo29ZYCCUKEzVqFEjwOZkKwr062dzSHfsKO757HCyt2+vtM2efI4vXrxIXFwc3t7enDlji+xHRZnwyrmA/rffbB+cKqKsftlTppjo2NFa2snOysLw888YFi2qsuvbcV6PfeqUD/7+Ko0aWR3vEgzffIPXkiWofn7kfPMNpdZVVDEV6VsyXdwZnQ5WrMjmo49yOHv2ZcAWmb/akU62G8j+nOIjNRYbqa/4SI3FRuorPmVpnJWVxYEDB9DpdPTt2xew+QmHDmXy8885hIa6RrG9Fi7E+/PPUfV6tj/1FLFAUtJmBg40YzIpbM7uXtz/+T//qY5peYyzZ89iMpkICwvDz8+P9HSF+Hgtvr6qow8xgJKUBFZrmedo0KABiqKQkpKC2Wx2ONnbtzs52UX3XRcTA8bKFany5HNsb93VuXNn/v7blukwYoQJ/Zo1+N92G3733FNl1yprXXZ5aBIS8Lv/fnzefLPKCsjZcV6PPWGCiSNHLvLcc8XRZEvXrliaNCH3/fc9miZupyJ97S+C4uLisJTRvD4wEHr02E96ejphYWGO8Vcz0sl2A9mfU3ykxmIj9RUfqbHYSH3FpyyNd+zYgdVqpXv37vg5LeAMDVUZMsQ1JZqcHHxetkXB8j76iHqTJwNw9OhRR8rw1q068p97jrw33iD/lVc8NJPqwZ52a0/DtUexu3Uzoyv2kQkYM4agDh3QxMeXOoderyc0NBSr1UpKSkqZkWw1JARLu3YoBQVoixzZK8WTz7E9VbxHjx7cfXchM2cWOJxsAPOIEVV2rbKc7NRUhWee8eHRR31dxlo7dMDaoAGa5GQ0R45UmQ3guh4bbGuc69cvduQtvXqRtX07pilTqvS65VGRvv7+/oSFhWE0GklISChzjP2lQWRkJEoVpPbXNNLJdgNv5+aLEiGRGouN1Fd8pMZiI/UVn7I0tqeKO1dOruAE5Hz1Fflz52K88UYaN26Mv78/aWlpdOp0AbBFaNWwMArvvRf0+iq1v7op7WSXLnqmOX0abXw8mExYmzQp8zzO67K7d7fg5aVy9KiWjIxiJ6eq1mV78jl2riw+eLCZN9/Mp0n9QvRFvdGrsqq2c7q4WhSd9vJS+fxzL376yeAa8FcUTEWtvPRV2MorNTWVY8eO4ePjQ25uPxzLoa1WR090AJcy8x7mUvpWlDIOpV8aXO1IJ9sN7NUsJeIiNRYbqa/4SI3FRuorPmVpXLLo2YULCt27BzJnThmOg06H+brrKHj6acDWm7d9UYqsr+9+tFqVAwe0LktzldTUKqmaXROcOnUKgFatWgGQmGj7ld656JmjdVdUFGi1ZZ7HuY2Xl1fx8bt2FY83TplC3ksvYbruukrZ7Mnn2B7J7t69u2ObbssWlJwcLOHhWJs1q7JrNWnShKCgINLS0hzR28BAaNPGitGocOiQ6702e8DJtjuk3bqN4aab6tCtWxAFBeD9wQcEjB2L9xtvVNm13OVS+lZU/MxqtTpeqkkn+xoiIyOjpk2QeBipsdhIfcVHaiw2Ul/xKamxyWRi//79KIpCv379AFu695kzWmJj3fv1NTw8HID4+EO88EI+X36Z60il1hw+TFCvXvjPmHFVNugtWVn8gw/yOHXqItdfb3KMsTt1JVt3OePcxgtsPZahxLrsQYMofPjhSq/r9dRznJ6ezpkzZ/D19eW773rw3/8ayM8Hw6+/AmAcO7ZKr6coSpnFz3r2tL2g2LvX1cm233/d1q1QRRXW7S+gvL3vw2pVGDDAjH/MVrxffRUAc69eVXKdy+FS+lbkZB89epT09HQaNWpEixYtPGFetSOdbDeoW7duTZsg8TBSY7GR+oqP1FhspL7iU1LjuLg4TCYTTZs2JTAwEIAxY0xs3JjF88+7OiqG//4XvzvuQFsindnuZB87doyHHy5kwgQT9oxWa3g41rAwNImJrum1VwklI9kAwcFqce9hiwXdpk0AmCtwsp3TxQHH+nXnddlVhaee4+joaADatx/Kp5/68MwzvmhUi62qOGCaMKHKr2nvl33gwAHHth49bC8o7Kn7dtTQUMxdu6IUFFRJlXaATZs2AQrHjtmyPG6bkIrfzJkoViv5jz+OuZJZB1fCpfStKF3cOVVchPXYIJ1st8jOzq5pEyQeRmosNlJf8ZEai43UV3xKahwbGwtA27ZtHds0GujSxUKfPq7Vib2+/x7Dr7+iPXPGZbs9Xfzo0aOlL6jRYBo1CgB9kZN2tWA0Gjlz5gwajYYWLVpgNpceo92/H83Fi1hatMBaQWTQOV0coG9f28liYnQUOnVI0/7zD95vvolu3bortttTz/Hnn38OwA03XMc77+Ty2GMFeF88j7VhQywtW2Ipcoirkq5duwKuxc/sqfZ795Z+QWG67jrMRRkZJbFarbzzzjt88cUXbl37yJEjxMbG4uMzmqQkPxo1sjD+hxlokpIw9e9PwTPPXO50qoRL6VtRJNvuZLtVf+EqQTrZbmCsZMsCSe1Haiw2Ul/xkRqLjdRXfEpqXJaTXRaa+Hh0O3ei+vpiHD3aZZ89kn306FFUFb77zsCsWb4O59EUFQWAbuPGqphCtXH69GmsVitNmzbFy8uLl17yoUuXIJYuLS7m5ohiDx5c4blKOtl16thagBUWKuzfX5z2rIuOxufNNzEsW3bFdnviOY6JiWHHjh0EBgZy112TuesuI088UYDaqBHZGzeS9fff4IHIaFnp4p07W9DpVI4d05Cb6zq+YN48slevdqzPduaVV17htddeY+7cuY7e5xXxww8/ABAW9iwAt7fZjPf6tVhDQshduBCX8vLVyKX0bd68OVqtlrNnz7r01HZejz1o0CCP2lidSCfbDWR/TvGRGouN1Fd8pMZicy3pq6oqq1evvubalpXU+Pjx4wC0a9cOgBUr9IweHcBPPxlcxhl++QUA0+jRtibaTjRu3JiAgADS09NJS0vlk0+8+eEHL/btszmP5v79UQ0GtPv3o1xF6/5LVhY/fFjLuXMaAgKK2zcVPvQQWX/+ScF991V4rpJONlB2v2x7hfGdO6/Ybk88x5999hkAt99+O/4l9AdsFck8QNu2bTEYDJw6dcoRwfXxgQ4dLFitCgcOlHB0y3H0v/rqKz744APHz4sWLarwumazmZ9//hkIIiHBFhm/+9TzAOQuWIDauPEVzqjyXEpfvV5PixYtUFWVuLg4x/YjR45w4cIFGjduTPPmzT1tZrUhnWw3uNb+o7sWkRqLjdRXfKTGYnMt6btmzRpuueUWIiIiWLt2bU2bU22U1Likk/3333p27NCRnOzkrKgqhiVLACicNq3UOZ0rjB89epT77y/g9dfzaNbMahvg54e5Tx8UVXVEfq8GSjrZP/+cw9atmQwY4JQ3rtVi6d0ba1E0vzzKcrLHjzfy6KMFREQUn8/SpQuqry/aEydQUlOvyO6qfo4TExNZvnw5Go2GyMhHeO45H3bu1KIkJKAp+vx4CoPB4MiUOHTokGN78brsMqq5W61oDxxAc/gwAKtXr2bu3LkA3HPPPQB8//33FDrn6Zdg/fr1pKSkEBr6GEajlsGDTdSLXkTup59irsI2ZVeCO/qWlTIu4npskE62W8jWIeIjNRYbqa/4SI3F5lrS988//wRslXpvuukmXnnlFcxlLboVDGeNVVUtlS6+ebMtMhgZWXwvtP/8g/bYMawhIWWm4YJr8bM77jBy332FhIUVR3zNgwejKgracnr31kbsDoq96JlWC+Hh1pKBfLeoU6cOXl5eZGdnk1PU32z4cDMvvphPr15Oa9/1ekfF6ivtl13Vz/GXX36J2Wxm/Pjx7NzZhAULvFm2zID3woUE9e+P9zvvVOn1SmIvfuacMm5fl71vX+mUba8vvyRwyBC8P/qImJgY7rnnHqxWK3PnzuXNN9+kU6dOpKWlsWrVqnKv+f333wM6NJr7Abj11kLU4GCMN91UhTO7MtzRtywn214pXaT12CCdbLcwGAyXHiS5qpEai43UV3ykxmJzLem7oai38c0334xGo+G9995j0qRJwkfznTU+f/482dnZBAcHU69ePRISFE6d0uLvr9KtW7HjZ/jf/wAwTpwIen3JUwKXKH4GFN51F5knTlAwe3YVzcTz2CuL2x2Wkvi89BL+EyagK4oQVoSiKKXaeJWHvXDXlTrZVfkc5+Xl8c033wBw//3389dfNv1HjDChL2rdZS7qr+4p7OuynSuM9+xp+3yWbOMFYCpab6z97TeenzaN/Px8br75Zp566ikUReHOO+8Eyk8Zv3DhAqtX/wF8wvnzDWnoe5Gx1+WWObYmcEffkhXGrVarw8kWpT+2Helku0FmZmZNmyDxMFJjsZH6io/UWGyuFX3j4uI4ffo0QUFBfPjhh6xYsYKGDRuyZcsWhgwZUtS2R0ycNXZOFVcUhc2bbQ5URITJpaZT4T33kPfCCxhvu63c8zoXPwNbr+1XXvHmxAnbr8BqSAhqnTpVOhdP45wu/vTTPowcGUB0dNGNUVX0S5ei37wZtZwXDyUp2cYL4PRpDV9+6eXIIAAnJ/sK21C5+xyrqsqff/5Jenp6uWN+/vlnMjIy6NmzJ82a9ePAAR0+PipRQfvQnj6NNTS03GreVUVZFcbDwy14e6ucOqXl4kXX1Gdr+/bkDhuGLieHHzIymNq/P++//z6KonD2rIZBg6bj5+fH5s2bHc+AM7/88gtm8yzgXrwoYHne9fjvrT3t59zRt2Qk+/Dhw2RkZNCkSROh1mPDZTjZiqJoFUXZqyjKqqKfQxRFWasoSmzR33Wcxj6jKMoJRVGOKYpyvScMr07q1atX0yZIPIzUWGykvuIjNRaba0VfexQ7KioKrVZLREQEGzZsICoqipSUFCZNmsRPP/1Us0Z6CGeNS6aKb9pUOlUcwNq0KYWPPYalW7dyz+taYVxl0SID773nw99/l3BAVRWK0qVrM3l5eSQmJqLX62natCnbtunYvVvnCORr9+1De/Ys1rAwLH36uHXOstZl//GHnief9OXHH4ujk+Y+fbC0aIGlfXvb/bpM3H2O165dy/Tp0xk+fLhLgSw7qqo6Cp498MADfPCBLU15yBATAWtWAGAaO9aWR+9BOnfujEaj4dChQ+Tl5QG2hIouXSyEhVlJSHB1s1RgQm4uW4HmwPfp6eizsvnqKwO9ewcydGhjunZ9H8ARpXfm22//Al4HYBF30O3+npesHl+duKNvSSdb1PXYcHmR7EeBI04/Pw2sU1W1LbCu6GcURekITAc6AaOABYqiePZT7mGulTfo1zJSY7GR+oqP1FhsrhV9//77bwCGOq0vrl+/Pr/88guPPPIIVquVBQsW1JR5HsVZY2cnW1WLneyoqMtfm96oUSMCAwO5cOECqampjuJg27YVR2h169cT1LkzvnPmVGYK1YLd6WzRogVGo47Dh7VoNCpdu9rmZVi5EgDj+PG2xuJuYHeyExISHNuiokxMm1bIsGGm4oGBgWTFxJD38cdX1BbL3ed47969AJw5c4axY8eWSvVfv349x48fJywsjNatJ/PFF15oNCrPPFOAoShV3Dh+/GXbd7kEBATQuXNnzGYzMTExju1Ll2Zz6FAmnTu79nM/cuQI63fs4NagIAratMEUe46H+h3jiSf8MJkU8vMVtm27B/iGxYtXkJ+f7zj28OHDHDq0ltc0Y3mHOUzpeYL8+fM9PsfLwR19w8LC8PX1JTU1lczMTGHXY4ObTraiKE2AsYBzl/QbAPuigUXARKftP6qqWqiqahxwAuhbJdbWECaT6dKDJFc1UmOxkfqKj9RYbK4FfS0WiyMdfMiQIS77tFotTz75JFqtlsOHDzuiZiLhrLFzunh8vIaEBC116ljp1KnIaTEaCRg5Eu+334ZLFIVTFIUOHToAtirQdid7+3adIxhrDQtDk5SEPjr6iiK01Yl9LWvr1q05cECLxaLQoYMFPz9sqeJFTrbpMpzMTp06AcXOLUDHjlb+8588Jk+uumfP3ef42LFjANStW5fk5GTGjRvH/v37Hfs//fRTAO65516eeSYQq1XhnnsK6ao/jPb4cazBwZiraX1v/6LWZtudUuj9/Gx/Z2W5fpzsvaB7jhjBwfd+p58uhsUXxuDrY2Xhwhw++SQXHx8VuIOsrD/43/9sLwxUFRYvXswjwDPW9Twe+AW5X34JtaxWhTv6ajQaR8G+2NhYYddjg/uR7PeBuYDVaVsDVVWTAIr+rl+0vTFw1mlcQtG2q5ZrqT/ntYrUWGykvuIjNRaba0HfvXv3kpmZSYsWLWjRokWp/X5+fnTo0AGLxeJSaEkUnDV2drLtUeyICLMjMKv/6y90u3fbClzpSldxLom9QNXBgwdp185K3bpWkpM1nD5tO6E1PBxrgwZozp9HU06BtNqCvehZq1atiImxzd1ebEv7zz9o4+Js65GLnD93cHYUVTdeMihpaWivoF+2u8+x3cn+9ttvGTlyJBcuXGDChAls376do0ePsn79enx8fPD3f5AdO3TUr29l3rx8tMePo/r723qmu7kevbL0K1r3vb2MdeqzZ/vRqVMQGzbYdLI72f7+dzDs5jYcMrenbRsTf63LZsoUEzffbOSvv7Jo0OACsJTvvvuS/HyYONGPLYvSeLvovHkffoi1Fq5fdldfe8r4ypUruXjxIk2bNhVuPTbAJb+ZFEUZB6SoqrpHUZQhbpyzrPyRUk9sSkoKd999NzqdDovFwuTJk5k1axbJycn4+fmh1WrJysoiNDSUCxcuoKoqoaGhnD9/3tFsPicnhwYNGpCamoqiKISEhJCamkpgYCAWi4Xc3FwaNmxIcnIyer2eoKAg0tLSCAoKwmg0kp+f79hvMBgICAggPT2dOnXqkJ+fT0FBAQ0bNuTYsWM0aNAAHx8fMjIyqFu3LtnZ2RiNRsfxPj4+GAwGMjMzqVevHpmZmZhMJsf+2jan5ORkvL295ZyK5mSxWNBqtULNSUSdrnROsbGx1KlTR6g5iahTZeZkf4ZFmpOIOl3pnOLj4/H39xdqTiV1+u233wDo3bs3ubm5pebk6+tHaOgUIJEdO3bQpEmTWj+ny9HJZDLh7e1NTk6OY82xn58ff/1li+/075/P2bNnURSF1j/+CEDmmDFcSEu75Jzs6dA7d+4kOTmJ3r29WLPGl/XrTYwbl0ZBQQHtIyLwWbqUgt9+o6Bx41r7PB0u6rFcp04ddu60/crdunU6OTkW9P/9L4FA5rBhxCckuK2Tr68voaGhpKamcvDgQerVq4fJZMLLK4w//sgjMNDA0KGFZGVl0cBqJaxXLywBAaQcOcL51FS355SYmEj79u0r/OzVrVvXsVygVatW/Otf/0Kv1/Pbb78xefJkunfvDsCoUTfz1lt1AZg3L4Pc3PNkdO1Kw4MHSTt1Cn1KSrXo1KRJEwB27NjB2bNnCQkJcczpn398SU7WUL9+AadPJxRlqrzJokXji+aQxXPPnaZly/rExyXScPlyWkRFsXhxADfc8D67dmXy3HOn2LSpFxpeZZ3vnwycMp64bt2oV8Z3RE1/7xUWFhIUFHTJ74jQ0FAAvvvuOwD69u1LfHz8VfldXhHKpd5YKYryOnAbYAa8gUBgKdAHGKKqapKiKGHABlVV2yuK8gyAqqqvFx2/BpivqqpL+btt27ap9mIUtZ20tLRrpujKtYrUWGykvuIjNRaba0HfcePGsXXrVhYtWsT4MlJ9//MfL555xhfYzKRJ7/Hll1+UPslVjF3jffv2MWzYMMLDw9myZSudOgWRnKxhy5ZMOnSwoly8SFCHDmA0krl/P2qRk1MRe/bs4brrrqNDhw5s2bKFTz7x4vnnffm//yvk449tqfeGxYvxe+ghjKNHk/v9956e7hUzevRoduzYwbJly7n//vGcP69h+/ZM2rWzoqSno//9dyxdumApckbd5c4772TlypV88MEH3FZUrX3NGj033+xPRISJX38tLgoX2LUr2oQEMjdvxtqxo9vXcOc5Pn78OP3796dp06aOFHGLxcIjjzzCDz/84Bg3ZUoSv/zSkIEDbbbVZM2sHj16EB8fT3R0tKN3NtjSvI8e1RAebuXEiVj69euHVnsQRenEyy/nc999hQ67fWfNwqtofuZevfjRx4dZmzczZcZdbN06mGPH3mT+i9N45MEHqy1Kf7m4+z39448/8uCDDzp+/vjjj/m///s/T5rmMWJiYvYMHz68d1n7LpkurqrqM6qqNlFVtQW2gmbrVVW9FVgJ3FE07A5gRdG/VwLTFUXxUhSlJdAWuPycklqE1sPVCSU1j9RYbKS+4iM1FhvR9c3OzmbXrl1oNBqioqJK7d+zR1vkYANEsmvXmeo1sBqwa+xc9OzECQ3JyRpCQ62Eh9si2ob//Q+lsBBzVJRbDjZAhw4d0Gg0HD9+nIKCAgYOLF6XbcdUdN/1mzdfcp13TWKvyqzXd+D8eQ316llp29Z2b9S6dTHedttlO9hQdtpzjx62+7Bvnw6LUw0vyxW28nLnObanijsH4rRaLR999BEzZ84EYMCAWSxb1gCtVuWtt/JQFNCcPg1OhcKqk7LWZYOtNlyHDlYUpThVvG/fn9m+PYv77y90eTFQ+OCDFN5xB2pAALo9e7h182aSgYcWfcOFk3ej1R7jxptuqrUONrj/PV2yv7uI67Ghcn2y3wCuUxQlFriu6GdUVT0E/AwcBv4AZqmqain3LFcBWVlZNW2CxMNIjcVG6is+UmOxEV3frVu3YjKZ6NGjB0FBQS77MjIU7rrLVklp0CAjPj5BJCTsrrCH8NWIXWPn9dgmE4wbZ2TcOJPDITEUpZgW3nqr2+f29fWldevWWCwWjh07RpcuFvz9bb2Mz5+3nVht0gRLmzYo2dlonQqA1SYyMzNJS0vDx8eHEycaATBggLlKorh2R3HHjh2ObfXrqzRpYiE3V+H48WKXwb7eW1/kOLqLO8+x3clu3769y3aNRsMbb7zB6tWrGT9+Plot3HdfIR072l4w+N17L8Ht2qHdteuybKoKKlqXbcfuZE+c6E+rVtZS+y2dOpH33ntcPHKE3P/8B1NUFD5AT6uVVWYzY4YMqfW1Kdz9nm7Tpo3j302bNqVZs2aeMqlGuSwnW1XVDaqqjiv6d7qqqsNVVW1b9PcFp3GvqqraWlXV9qqqrq5qo6sb+9oBibhIjcVG6is+UmOxEV1fe+uuklXFVRVmzfLl7FktPXua+fnnXLp3t1WCdm4ZJAJ2jZ2d7I4drXz7bS7vvmtL6dYePIjuwAGswcG2PsiXgT2N959//kGng969S7fyyvvXv8j6/fcrigRXB/YodqtWrdi+3RbRtEfl/adNw+epp1AusU60PLp06YKfnx+nTp3i/Pnzju09etjiZHv3OkX9i9ot6bZsuaxq7O48x+U52WCrFN+vXz/uv1/Lpk1ZzJ1ri1xrzp5Ft3s3WK1YLiN9vaqwO9nbtm0rs3CcqqqOKtoDBw6s+GS+vhinTSNn+XK+/9e/mAf8B5h8GS+Vagp3v6ftNXJA3Cg2VC6Sfc1w4cKFSw+SXNVIjcVG6is+UmOxEV3fDRs2ADBs2DCX7R9/7MUffxgICrLy1Ve5eHnZ1n9Cfd5/vx6FhdVvq6ewa+ycLl4SS4cO5PzwA/kvvwze3pd1fruTffDgQYAy+2WbR47E0r9/rU3Jda4svnWrze6BA81oTpxAv24dhp9+QvX1regU5aLT6ejd27a01Dma3bOn7T7t3VucCmxt3x5raKitGntRSzF3cOc5rsjJdk5Zb9fOSmAgoKr4zp4NYKsqbu+fVY20b9+e4OBgkpKSXHqN2zlz5gyJiYnUqVPH0U7OHYbddReLmzdnXfPmjBo1qipN9giX8z1tTxmXTvY1jjvtDCRXN1JjsZH6io/UWGxE1vfcuXMcP34cf39/h5MDsH27lpdf9gFgwYI8mjWzpZj27NkTWMm2bcNYtMgLVBXd1q1XHMGsLaiqitlsdjiSvr7tWbdOR26u0yCdDtP112O8gqie3ck+dOgQULaTXdux98gODe3FmTNaAgOtdOxowfCrrZ+yafRo8PK64vOXlfZsbw/mHMlGUTBHRKAqCtqilxbucKnn2GKxOF6ytGvXzmXfhQsKI0YEsHy56wsQr4UL0a9bh7VOHfJeecVtW6oSjUZTYcq4PYo9YMAANBr3XS9vb2+io6OJjo7GqxK6VheX8z09d+5cbr31Vm644QYPWlSzSCfbDURPU5NIjUVH6is+UmOxEVnfjRs3AhAREYG+KIKalqZw993+WCwKDz1UwOjRJsf4Xr16Aa+h168msl8evo8+SsC4cQSMHQtGY01MoUoIDQ0lPj4eo9FI48aNWbs2mGnTApg7tygyay29jvVycE4XV1WVXr3M6PUq589rKCgoHmf4+Wf8J09Gt2lTpa7nCewvIBo3bs0NNxgZO9aEVoutXzhgmjChUucva112t25mFEXl4EGtS+ZE/ksvkXnyJKbJk90+/6We49OnT1NYWEijRo0IDAx02bd0qYH9+3W8/bYPpqLHQXP4MD4vvghA3gcfoBa1aqsJyit+BrifKl4GAQEBBAQEVM64auJyvqeHDx/Ohx9+iO8VZl5cDUgn2w2c16ZIxERqLDZSX/GRGouNyPraU8Xt67GtVrj/fj+SkjT07Wvm+eddKyY3a9aMunW34GUaQ5fnJuJVVAhMe/QoXgsWVKfpVcr58+ddUsVDQlR69DAzdKjNo/KfPh2/GTPQnD17Redv2LAhdevWJTMzk4SEBHx8YOfOLI4cyXTJPNcePox+wwb069ZVek5Vjd3JHjCgLl9/ncsnn+ShiY9Ht28fqr8/pqFDK3X+Xr16odVqOXDgALlFKQSBgdCmjRWTSeHQIaeU8aZNUYODL+v8l3qOy6osbufuuwt5/fU8/ve/bFs2v6ri98gjKIWFFN52G6Zx4y7Llqqmoki2vejZlTjZVxMif09fCdLJdgN7o3OJuEiNxUbqKz5SY7ERVV+r1eqIZNud7D/+0LN+vZ6QECtffJFTanmwoij07NmTtoDvrl1YQuqS+fzLAPi8/Taa+PhqnEHV4e/v71L07Oabjaxbl83UqSY0p0+j/+sv9GvWoJaIcLqLoigu0WyA5s2tlMzeNQ0eDICuSJfagqqqjnRx5xZI+pUrATCNHHnZ69RLEhAQQJcuXbBYLOzZs8exvVcv+7rsMlLrVdXtlmeXeo5LrsfOzcVR/V1RbNXEw8KKUpIVhbz338c4Zgx5r77q1vU9SY8ePfDy8uLIkSNcvHjRsT0hIYH4+HjHvRUZUb+nrxTpZEskEolEIpHUAIcOHSI1NZWwsDDHGtTERA1+fioPPlhIkyZlr3Hs2bMne4EXBtzH4JZxPJfxJMYpU6CgAN369dU4g6qlvKJnhu+/B8A4YQJqiRZnl0NJJ9uOc5a9uX9/VC8vtAcOoNSignvp6elkZWXh79+UffvCsHdLsq/HNlYyVdxO2f2ybeuyY2Jc+yB7LVxIUOfOGP773yq5trOTnZ8Pt9ziz9ixASQklN2jzNK5M7nffQe1wLnz8vIqKkoIO3fudGzftm0bYEsnd7ePtEQMpJPtBjk5OTVtgsTDSI3FRuorPlJjsRFVX3vrrqFDh6IUNTu+555CTpy4yMyZBaXG6zZvRr9yZVHxM1h1IYstewJYuNCL2IfeIHvNGowzZlTfBKqQnJwcRyQb+nL0qMbWHcpiweuHHwCuqOCZMyUrjBcUwIgRAbRrF+RY54uPD+b+/VFUFf2ff1bqelVJcdGzG7nppgDuuMPmWOa98goFDz6IafjwKrlOWWuLe/SwRapjYlwj2apOhyYpCf3mzW6d+1LPsd3JbtUqnNtv9yc6Wk9urkJhYbGTrVy4gH75creuV92Ude/s67EjitqeiYyo39NXinSy3aBBgwY1bYLEw0iNxUbqKz5SY7ERVV/7euyhJdbSenlByVpHmsOH8Z86Fb/77qN/UZuikyeXMHFiAYWFCu8saorFqTr51Ub9+vUdkewff+zNwIFBrFmjR7d+PZrERCwtW2KupKNiT9e1Vxj39obMTIWcHIUTJ4p/JTaOHw8UFxSrDdjXYzdsWI8+fcxERdkcX0u/fuT/619V1rrKHsnevXs35qI08M6dLeh0KsePa8jOLh5rvsx+2RU9x1ar1fGS5dixnqxbp6dePSvLlmXTunVR0TtVxfexx/C/6y6833vvSqbnUcpysu2R7AEDBtSITdWJqN/TV4p0st0gNTW1pk2QeBipsdhIfcVHaiw2IupbUFDg+GU8KioKgPh410rXzvi89x6K0YhxwgQC+vWjRYsW5OXlMXHiYQB+/VXvKMCtW78erw8+8PgcqpJjx45x8eJF/P0bcOCADxqNyoABZkdhN+Mtt9gW5laCtm3bYjAYiIuLI7vIW/zuuxzi4i7SoUNx9XLTmDGoioJ+/XqoJdG5kydPAjBoUAZr1mTz+OPlfFAqScOGDWnZsiU5OTkuLyO+/z6HXbuyXDKzrW3bYm3QAE1KChpHFkL5VPQcnzlzhvz8fBo2bMiGDbYlAU8/nU94eLEuhu++w7BqFaq/P8bLqGpeXfTt2xeAmJgYCgoKHMX8/Pz86N69e80aVw2I+D1dGaST7QZKJb/UJbUfqbHYSH3FR2osNiLqu2PHDgoKCujSpYuj9c3MmX60aRPMrl2uazc1Z8+iX74cVacj//nnQat1pIxnZGyiSRML6eka9u/Xojl7Fv+bbsLnlVfQ7ttX3dO6Yk6fPg1AgwZTMZkUune3EKRkov/zT1SNhsLp0yt9Db1e7yiqZXcg27e3lsoaUBs2pHDWLPLefptSldFqCLuTbS96pjl1Cv/x49H/739Vfq2yIrLXXWemVSur63uOon7ZUBTNvgQVPcf2VPE2bbrw99+2an+jRhW3rtOcPInvvHkA5L3zDtbmzd2bTDUSHBxMhw4dMBqN7Nu3z1FVvE+fPo72fCIj4vd0Zagd3xy1nJCQkJo2QeJhpMZiI/UVH6mx2Iio7969e4HiNFKj0Vak2WKBDh0sLmO9FixAsVgwTp6M2qQJgMPJ3rs3hmHDbGm969frsTZtSuH996NYrfjOnm074VVASkoKAHr9KACiokwQGEjWjh3kLViA2qhRlVzHvi7b7mTbUVXXjOf8l1+2rQGvJX18bU52CxSlK1arrZ+3fssW9EXr+quSitpRlcQUGQng1rrsip5ju5Pt53cDeXkKPXqYadSoSBCTCb/77kPJzcU4eTLGadMuea2awrnXuD1VXPTWXXZE/J6uDNLJdgOZ/iA+UmOxkfqKj9RYbETU1158q2vXrgAYDLB+fTaHD2e6pOQqGRl4FVVvLnzoIcd2u5MdExPDsGG2iN/69bbCVPlPPYW1cWN0+/bh9eWXHp9LVWC/Hxcv9gJwrDm2NmuG8cYbq+w6ZVUYf+ghX9q3DyIhoXb+Wmy1WomLiwMe4N57+/Pmm94YliwB8IjD6ewoqkVvHrKyYPZsX/7v/1zXfl/OuuyKnmO7k33xom3pxOjRxVFs77feQhcTg7VxY/LefbfSywY8iXMWwLVU9AzE/J6uDLXz26SWEXiFPRklVw9SY7GR+oqP1FhsRNTX7lSW7J1bp46ro+L11VcoeXmYhg3DUuQggs0512q1HDlyhN69M9FqVXbt0tlaO/n7k/f667bjP/3UraJUNc3Zs2eBuiQnh+HlpdKve65H7C5ZYRwgLU0hLU3Djh2uaframBh85s6t8Z7ZSUlJ5OXlodMNA6B/8GG0cXFYw8IwDxpU5ddr27YtISEhJCcnE1/Ud93XF37+2cAffxhISyt2cq1t2pD30kvkLFp0Sb0qeo5tTraGY8dsrezGjCnqq1ZQgOHXX1EVhdzPPqtUC7fqwO5kb9myhSNHjuDt7e14ISY6In5PVwbpZLuB5SpJtZJcOVJjsZH6io/UWGxE0zcnJ4eTJ0861gibzRAbqynTRym87Tby58yhYPZsl+2+vr507NgRi8XCmTMH6N3bgtmssGmTbe2nafRorHXroo2Pd6soVU1jq55tq7Let6+ZkPdfJ7B/f3Rr11bpdexO9pEjRxyfq759bX/v2OHaokr/9994f/EFhp9/rlIbLhfbvfHDYumORqMy6NjXALbe6B7ovawoSql12TodfPBBLqtWZRMYqDoPpvDhh7H073/J9evlPceqqhY52f24eNGL5s0txYXovL3JWreO3G+/rXR1+eqgSZMmNGrUyNHOqnfv3nh5edWwVdWDaN/TlUU62W6Qm5tb0yZIPIzUWGykvuIjNb56yMzMdGutpzOi6Xv48GFUVaV9+/YYDAZ279bSr18Q06b5lxqr1q9PwbPPYi5jXWePHj0A2LNnj1PKeFGBJa0W03XXAaBfs8ZDM6ka8vLyOHfuHIpiszdqkAn90qVoY2NxyZ2vAurUqUPjxo3Jz893tMXq18+Wmr5zp6uTbRw3DgD9H39Q3Ei7+rGtx+6Pquro1tVM3VVFfcOrMI2+JGWty54yxcTAgWYMhis7Z3nP8blz58jNzcXH52bAlirukhHu54dp7Ngru2g1oyiK497BtdG6y45o39OVRTrZbtCwYcOaNkHiYaTGYiP1FR+p8dXDvHnzGDNmDN98843bx4imr309sD1V/M8/bY5xu3ZOkSCr1VYJrQLKW5dtj4gX3n47ue+951FnrCo4efIkqqqi040EYGi9/WgTErA2aoTZyWGpKkqmjPfoYUanUzl0SOvSB9ravj2Wdu3QZGS4VT3bXUwmE0lJSW6Pt/UPt61Vjmh0Es2FC1g6dMDSqVOV2VQS53XZl8RoxOv99/G7884KU8bLe46PHDlS9K8JAIwZY0L/yy/4PvJIrWmhdjnY7x1cO+uxQbzv6coinWw3SE5OrmkTJB5Gaiw2Ul/xkRpfPWwsWt86f/58zp8/79Yxoulrd+7szp7dyR45sjhaql+9msDevStMVe7Vy1YkLCYmhu7dLdSpYyU+XsupU7Zf7yz9+2O84w7UWv7L7/Hjx4GmmEwtCAhQ6XewKB168mSPtNAqWWHc1xe6drVgtSrs3l0imj1+PAD6Vauq7PpPP/00Xbp0YcWKFZcce/bsWb777jvsTvaAG+qQ++9/kz97tkcLgHXr1g1vb2+OHTvGhQsXACgshLfe8ubee31dfWm9Hu+FCzGsXImmqIBZSVRVLfc5tqWK+xEcnE+9elYGNDuD75w5eH33HYbffqvimXkeu5Ot1+vp3bt3DVtTfYj2PV1ZpJPtBtdCb7trHamx2Eh9xUdqfHWQmJhI4v+zd97hUVRdHH5na3og1NBb6L2D9C4giCC9K1VUitJB9FNBRYoUBaQqvffepHc09CoIElpC+vb5/tjskoUAC2STMN73eXiAnXbu/DI3e+ace86//wIQFRXFqFGj3DpOafomLnp265bEuXMafH1lqlR5HLn2mjIF9c2bSBERzzxPoUKF8PHx4caNG0REPOCzzwxMnBhLhgxpv9BZYuxOdl0A3qpqwmf9agBMrVp55HpJVRh3pIw/uS7bnJAyrtu40Z5d8JrIssymTZuw2Wx8/PHHzpT1pLBarfTp04foaCMqlX25QKW6ekxdu2Ju2fK1bXkeOp3O+RLn6NGjCZ/BjBl6VqzQc/t2IgdfkjAnRGyTauV14MABsmXLxsKFC5O8lt3JjmXgwA389VckfjOno4qKwtSgQZrPwkiK4sWL07dvX7788kt80kgLuJRAafP06yKcbDcITOOVDAWvj9BY2Qh9lY/Q+M3gxIkTABQuXBhvb29WrFjBbjf6/CpJX4vFwrlz5wC7k71jh/2Laa1aZhz1kdSHD6M5ehRbunQYO3R45rk0Gg2lSpUC7H23+/Qx0qWLiXTpHjvZqps38R42DO8vvvDQiF4fezq0vXJ2reDzqB48wBoSgvWJyuvJxcs42daSJbHmyoXq7l3UCc7m63D9+nVnBkdMTAzdunXDYDAkue/UqVM5ePAg6dM3xGbTUaSIlaCglHuB8uS6bEmC0qXtSxpOnnS9T85WXkk42d9++y1Go5EpU6Y4q5UnxtG+q1ChQniZo50t6wzDhqXpdl3PQpIkvv76a3r37p3apqQoSpqnkwPhZLvBgwcPUtsEgYcRGisboa/yERq/GTic7MaNG/P5558D8Pnnnz/TyXCgJH2vXLmCwWAgV65cBAYGsn273cmuXz9RX+CpUwEwfvDBCwt/OdZlO+7tU5jNeM2YgW7Bgheu8U4OZFlm2LBhfPHFF8THx7t1jN3J7sM335yiVcx8ICFV3EMOVt68efH19eXOnTs8fPgQsFc0BzhxQuN6myQJY/fuGPr0Qc6c+bWvfejQIQBq1qxJ3rx5CQ0NZeTIkU/t9+eff/Ltt98CUKfOOABqGLfhPXw4Ugr1I3akOif+2Spb1n5znnKyq1UDnu6Xffz4ceeYjUbjU9krsixz4cJdoBIhIYXQL1qEFB2NuWpVrAkvkARvBkqap5MD4WS7gXgzo3yExspG6Kt8hMZvBo4v6+XKleOjjz6icOHCXLt2jYkTJz73OCXpm7jomcEAe/fanex69exOturyZbSbNyPr9Rh79Hjh+Z50sg8fVjNsmDfHj9tbO9ny58daoACqyEg0yRCJfRF///03M2bMYMqUKTRq1Oi56dA2m405c+Y404U7dAgiaOpQYhYtem4E/3VRqVQUKVIEeKxH1qwyuXNbiYmROH/etS2W8ZNPiP/mG2z58r32tR0OZ4MGDZgzZw46nY45c+awatUq5z5xcXH07NkTs9lMhQorWLXKbmvjaz+jnzuXVy7v/ZI40sVPnz7tbM9Utqz971OnXO+RLV8+bMHBqB4+RHXhgvPzKVOmANC2bVt8fHzYsGEDe/bscW6/c+cOMTH1gMOMGJ4L/cyZABj/Y1FgJaCkeTo5EE62G5hMptQ2QeBhhMbKRuirfITGaR+r1crp06cB+5d3rVbLhAkTAJg8eXJCNDNplKRv4qJnBw5oiIuTKFHCQrZs9uiffsYMJFnG1KaNW5FThyN06tQpZFlm40YdM2Z4sWHDY0fM3MBetTslWnn9+eefzn+HhoZSq1Yt1q1b99R+N27coEWLFnz22WdYLBY6dOhAQEAA6HSYGzVCzpHDo3Y6Kru7kzKenDic7CpVqlCqVClntLp///5cuXIFgC+//JLLly+TKdMojh1riSxLjK69i3dYb783KeTMZMqUiVy5chEbG8uFBMe5TBn7PTp9WuO6RF2SMCdEs7UJxQ2vXr3Khg0b0Gq1jBo1ypk+PWzYMMwJLdHs51Wh04VRPfgS6uvXsebKhfntt1NkjILkQ0nzdHIgnGw3cDfdSfDmIjRWNkJf5SM0TvtcuHCB2NhYcubMSeYE57Fy5cp07NgRk8nEoEGDkJ/R/kdJ+iYuevZUqrjVijahVZTBzUhezpw5yZQpE+Hh4Vy/fp3mzU0MGhRPixaPv/CaGzYEUsbJdoyvR48evPPOO8TExNC1a1eGDRuGyWTCZrPx66+/Uq1aNfbt20fGjBmpVu0SYWFTuXTW+oKzJx8vsy4bQHr4EN3cuegWL37la4aFhXH9+nX8/Pyc1+/WrRstWrQgJiaG7t27s2HDBmbNmoVGo+G33+pRrZqZ3xZEMzqsHxKe7Y2dFI6XOMePHwfsEf9s2WxER0tcueLqRpgbNMBSurTTxunTpyPLMu+//z7BwcG0adOGvHnzcvHiRWbPng041mPPpn374bT/IidRu3YRN348qF0j5YK0j5Lm6eRAONluIPq+KR+hsbIR+iofoXHax/El3fGl3cGYMWPIkCED+/fvZ9kz2lUpRV9Zlp1OXfHiSTjZajVR+/YRvX49tsKF3TqnJEnOe3rixAnKl7cyYoSBUqUeO6yWypWR/f1RX7qE6vr1ZBzR0/z111+AvT/wvHnz+Pbbb9FoNMyYMYPGjRvTvHlzBg8eTGxsLC1atODgwYNYLHnYuTMdmZvUwffDD1Nk7XixhB7TiZ3sypUtVK5spmTJp6+vPnMG30GD8Jo8+ZWv6YhiV6hQAY3G7shLksTEiRPJnz8/Z86coXPniYAPw4cPp2LFEqxdG0OzPKdRnz+PLSgIc926r3z9VyHxz5YDx7rsU6eeqMT+3ntEr1+PHBTE/fv3WZzwQqJfv34A5MqVyxm5HzduHA8ePHAWPStcuBBaLVhLl8ZSr55nByXwCEqZp5ML4WS7gej7pnyExspG6Kt8hMZpn8TrsRMTFBTEV199BcDIkSOJSKJllVL0vXPnDg8ePCBdunQYDLm4fl1N+vQ2ypdPFMHVaJyVmt0lKUfIBa3W6Zxpt217JdvdxRHJLlmyJJIk0bt3bzZu3EiOHDk4efIkBw4cIFOmTMybN4/Zs2eTMWNGfv01lk4Vj5E3KhQpLAw0nkvXdlC0aFEkSeLSpUvONNciRWxs2hTDxx8bn9rfUrUqtvTpUV+6hPrIkVe6psPJrlrV3o7LaITwcImAgADmzJmDVlseOERQ0AY++uhjANQ3/sbns88AMLVokWLrsR0kVfysQgW7kz1+vBf37rm28sLXF4DZs2bxP4OBj6pUQa8vSt++PnzzjY3s2d+mTp26REVF8fXXX3PsmDeQmVIZMqTYmASeQSnzdHIhnGw30KXwhCZIeYTGykboq3yExmmfZznZYC+KVLVqVR4+fMiSJUue2q4UfRMXPdu2zT6munXNqNWgOncO6d69Vzrvkym99+9LTJum56ef9M59TK1bY+jVC0tCWyZPEBYWxr179wgICCB37tzOzytUqMCePXto164dnTt3Zu3aI4SGtnau6c2WTWa6bqDdTg/3f3bg5+dHgQIFMJvNzhcDz0WrxditGwC+n35q95BfEoeTDe9SrlwA2bOnY8gQex/lEiVK8MMPwwE9deuWBOzp0rKPD+qzZ7EFBrpVCC+5KVmyJFqtlgsXLhAdHQ1Aly5GSpa0cPWqmvff9yMqyvWY2NhYLNOn8xnw4V9WmjTwZskSPVOnZqNGjUDOnt2IJP3MggUPOH/+K+AO+fuMx+/dd8FsftIEwRuCUubp5EI42W7g7++f2iYIPIzQWNkIfZWP0DhtEx0dzYULF1z6OidGkiQ6d+4MwNYk1g0rRd/ERc+6dzfy228x9Opld9Z8Bw4ksGRJNAlFo16GsmXLIkkSZ86cwWg0EhEhMWqUD1OmeDkdWXOjRsSPHYu1dOnkGs5TJF5vLj3RfisoKIhp06bRqtVUWrTIzY8/ejNtmv0lgPTgAb6HDiFrNJibNfOYfU9SuXJlAA4krIMHsFohNFTNoUNPR9MNgwZhDQlBfekSXj/88FLXevToEefOnUOrzczUqWW5ft3uRCdextqxYy12rL7N/MKT0Ur2aLGcOTMx8+YRdfw4toIFX3aIr42XlxfFixdHlmVn4cKAAFi+PIb8+a2Ehmpo187PZRyLFi1iSlwcM31rUTd2E2EPdVQtE0XbtjFkzmzj7l09stwb2AhkJoi/KWC5iOzvD1ptio9RkDwoZZ5OLoST7QaOHooC5SI0VjZCX+UjNE7bnD59GlmWKVasGN7e3knuExnZAtjMgQP3iXoiNKYUfRM7oT4+0KSJmXLlrKhPnEBz9CiytzeWJCL9LyIgIICQkBBMJhOhoaGEhNjIkcPKw4cq/vor5QpIOdZjOyp3J0aWYdIkPe++68fduyreesvM++/b07S169YhWa1YatdGTsG04WoJ1bD379/v/OzAAQ01awYwYkQSP6fe3sT+9BOyJOE1eTLqBKfTHY4cOYIsy2TK9B2RkSqqVzdz+/Yjfv89FuLj0ezYge/wodTuVhzv//0P3e+/O4+11K2bovflSZJajpApk8yqVTEEB9u4cUPNvXt2l8JisTB9+nTMqBntu4ZwMtCU9WwLK8OYpms5dy6SHTui+OSTR2g09kr0H6tmIiHadr3pKGWeTi6Ek+0G6dOnT20TBB5GaKxshL7KR2ictnF8OXes73ySqVP1DBmSGWiE1bqcDRv2uGxXir6J08UTo58xAwBT587g5/dK507sCEkS1Kljj4Tu2vU4MihFRKCbN8/Zizi5cTjZJUuWdPncZIJ+/Xz46isfbDaJQYPiWb06hqxZZZBl9AkFslIqVdyBY2304cOHsSQUWytXzkK+fFaKFLGSVLF7a6VKGHv1QrJa0S1dSmRkJHPnzmXChAnOtlRJYU8Vz8z9++0AGDkyHv/F8/Br3Zp0+fPj37o1XjNnonr0CHONGljLlEn28b4qz1rznzOnjVWrotmyJYrcue0pE+vWrePGjRvky5ebxUtsdOkQw7IK4/C9c41CHTsS2LgRZUsaGTNGZvr0o3RCxxjbd1hKlsSSoIfgzUQp83RyIZxsNxAl6ZWP0FjZCH2Vj9A4bfOs9diyDN9958Xo0fZ1qX5+0YAvGzacdNlPCfpGR0dz7do1dDodP/xQng8/9OXGDRXSnTvo1qxBVqsxvMaa2ycLVNWpY3f4du16nPYs3bmD78CBeE2YgGuT4+QhcdEzB5GREu+/78fixXp8fGQWLoxhxAiDs7aZdOcOqmvXsPn4YErh3sjZs2cnX758xMTEOPt7+/rC8eNRTJsWhyTZlwg/ufw6ZuhQjvTvT4d79yhcuDCDBg3i66+/ZuHChc+8lt3JHobZrKdRIxMVKljRrV6NdscOJIMBS6lSxA8aRNSWLcSsXo01iWUVqUViJ/vJNnuFCtnIkcP+mSzLfPnlDQD69u1L6dIwcYoZw/JFGPr0wRoQgC1rVmdhu1YtWjBfZS/6Z+zd2144TfDGooR5OjnxfPlGBWAwGFLbBIGHERorG6Gv8hEap11kWU7SyZZlGDPGmylTvFCpZKZMiSNr1mu0bFmbw4dlLJaRzjZHStD37NmzABQsWI7Nm/VYrTBuXBz6GXOQLBZMzZoh58jxyud/MtpYs6YFlUrm6FEN0dHg7w+2IkWw5siB+tYt1KdPYy1b9vUHlkBUVBR///03er2ekJAQAG7eVNGmjR8XL6rJksXG4sUxlC7t2gtbzpaNmBUreBAaSvpUWNNZrVo1rl27xoEDB5Isyjd9up5Fi/SMHx9H0aJ3+eWXX1iyZAm3b9927lOsWDHOnj3L5MmT6dixo/Pn1kFcXBwnT94H+gAwYoT959nYpw+mtm0x16mDnCWL5wb5muTPn5906dIRFhbG7du3yfGMn9OPP77HP/98ha+vmXbt2j3eEBBA/DffcLFTJ3IHBjo/1q1ciWSzYcuc2V45XfBGo4R5OjkRkWw3EH3flI/QWNkIfZWP0Djtcvv2bcLCwggMDCR//vyAPYg6eLDdwdZoZH79NZZ27UzUrp2L/PmDePToEUePHiUy0h7ZUoK+jihvqVL5OHw4ihkzYsnoG4d+7lwADK+5HrVo0aJ4e3tz/fp1Hj58SGCgTNmyViwWiYMHE1LGJQlzw4YAaJMoMPc6OMZXtGhRtFotp06padDAn4sX1RQubGXbtujHDrbJhGb3buex1jJl8GnTJlntcRfHuux9+/Y9tc1mgzVrdFy+rKZ5c3+qVr3Cjz+u4vZtPzJnbs077yxiSPdQGkrfkTH999y4cY9Vq1Y9dZ4TJ05gtQ4D9LTOsZ/iwfcBezE6U7t2adrBBnthwrIJL2Se2SYOuHJlLXCTcuWqJ1l7IUvevMjBwY8/MBiw5sxJ/KhRoNc/tb/gzUIJ83RyIpxsNxB935SP0FjZCH2Vj9A47eL4Ul62bFlUKhUWC3z8sQ+zZ3uh18v89lss7777eC1rw4YNAQ0jRvhQvYoPhoYdCH/OF/s3hcRFz/LmtdGypRkpPBxL+fJYypbF+pqttTQaDaUTKoefPGlPt69Vy35fd+9+HFk1N2gAgG7dOpJcdPyKJC56tnmzlnfe8efePRU1apjZvDmanDkT0tPj4/Hr2BG/Vq3QrlzpPD61nmHHuuwjR448taZapYItW6IZPjwevd7G/fuNgGvABe7dW8r69e34bk5xJpxpwoOIz4Fd/PDDPGxPpOJv3HgJ6I4aC/+71R2vsWNTZGzJyYt6sT98+JDTp0cjSXmYOjVnkvs8qbGpc2ei/vwTU4cOyWusIFUQv4ddEU62G3h5eaW2CQIPIzRWNkJf5SM0Trs8mSo+bpyXc33ukiUxNGzo6tg0atQIkLh+IZC7YXD0mJYcU6c+3iGhQNWbRlJFz+Ts2YldsoToDRuSZT3qk/2ya9e236s9ex4XP7PUrIktc2bUFy+iSdS66nVxvETIk6cy3bv7Ehcn0a6dkWXLYggMTHDmo6Pxa9MG7Y4dyEFB2BLSyiH1nuFs2bKRP39+l3XZidHr4bPPDPToMRlYi1YbS758VqpUMdO8uYleb1/ha0aQm7+Byly9moNNmza5nGPNmlKAhm7MJX9ukz1y+4bx5Jr/J1m2bBkmk4m6des+M51czNPKRujrinCy3eBZ7UYEykForGyEvspHaJx2SVxZXJZh+XIdAHPnxlCz5tMOc6VKlSjp78VWYzP+oAZNKtzhUUJPYv3s2fg3bowUGZlyA0gGzGYz58+fB5rSv3895s3Tue6QTF9On4w2li9vwc9P5tIlNbdvJzjxOh3GLl0A0M+alSzXBZwOapkyBRk7No7evQ1MnRqHLmGoUmQk/u+9h3b/fmxZsxK9fj3WRAXSUvMZdqSMH3jOS4c9e+YA7zJv3lqOH49i48YY5s6NZezCDAzq9ZBDVGE23VnDCuZ9952zQFhoqI179+qiw8hI9Vhif/3V3mj6DcORLv7nn386K7E7kGWZ3377DYBOnTo98xxinlY2Ql9XhJPtBhEREaltgsDDCI2VjdBX+QiN0yYWi8XpfJUtW5a//1bxzz9qgoJs1K2bdERaf/s2OywWKnOb7Dn/JXr5csItFoiLQz9lCprjx/Fr0QLpDdL88uXLGI1G/Pw6cvmyjgcPVOgnTUJz6FCypmw7nOyTJ08iyzJaLVSrZs8USBzNNnbtirlyZUzNmyfLdePj47l06RIqlYoKFQrTtauJb7+NdwbnpchI/Fq2RHPiBNacOYneuBFb4cIu50jNZzipftmJuXz5MmfOnCEgIIA6deo8tT3+228J+GUMXQNW0hxYcvYsawcvYts2DdYb2/iJDxjDGDKN6Y71FfqgpwUyZMhA3rx5iYuLS3hh9Jjjx49z4cIFMmXKlLDcI2nEPK1shL6uCCfbDTJkyJDaJgg8jNBY2Qh9lY/QOG1y/vx54uLiyJMnDxkzZiRvXhsnTkQyc2YsqiS+gaiuX8f/nXfIFB/PAeDD7NmJUQWwfXsuJs1MT8z69Vjz5kVz+jR+zZohPXiQ4mN6Feyp1GpMpkYAvFPyKj5ffYXfe+8l68uC7NmzkzVrVh49esTVq1cBqFXr6ZRxOTiYmE2bML/3XrJc9/z581itVgoUKICPj89T23179EBz8iTW3LntDnbevE/tk5rPcOJ+2Un1ul69ejUATZo0QZ9UgS5JwtS6NVH793Mtb14sZKLf/NZ06OBH2KB1fMw8GmX/DWPfvh4dh6d51rpsRxS7bdu26HS6p45zIOZpZSP0dUU42W4QHR2d2iYIPIzQWNkIfZWP0DhtklTrrrx5bdSpk3QUW7trF6rbtzGUK0cTlYqdx45x7VoMgwcHMX68N5HpctrTjENC0Jw9i/877yCFh6fIWF4Hu5P9FiZTIPnzWym14ycATO+/jxwUlGzXkSTpKUeoVi0zer2cnAHzp3AUPfPyGs7w4d5cv+769TJ+9GgsZcsSvX79M9uUpeYzHBwcTIECBYiNjeX06dNPbXc42e++++5zzyPnyIF65046+cQRZ/mF4kUfIvme4h/g1CefvPF9oJ9c8w923Rz3p8MLCpiJeVrZCH1dEU62G5hMptQ2QeBhhMbKRuirfITGaRPHl/Gk+g8nhfGDD4j9+WfiV62iRNWqWK1WLl/eSpkyMcTFSWzYoEPOlo3odeuwFi6M+uJF9DNnenIIyYK96Jm9D3DjujF4LV4EvH7brqR40skOCbFx9eojfv019ql9VZcu4dO/v0uV71fB/hJB4saN5vzyixd37qhcCtRZixcnevv25/YBT+1n+K233gKeXpd97tw5Ll68SPr06alVq9YLzxOQLh1l+vYBviAoYwf6Rt6jOFA2oar7m0xSkezVq1cTGxtL5cqVKViw4HOPT22NBZ5F6OuKcLLdQPR9Uz5CY2Uj9FU+QuO0SeJI9sGDGqpV82f69Of3wzW1aQP+/s61nVu2bKFDB3t/5SVL7KmocpYsxP3vfwDo1q/3lPnJgizL/PVXKA4nu4W8Cik2FnONGtiKFk326z3pCEkSJJHBDYDm+HH0CxbgNXXqa60Nt0eyZYYPP83AgfFUKfwA/0aN0C1a9HinF0RxU/sZfta6bEeUtmnTpmi12qeOS4pevXrh4+PD7t3biIiIwDc4mFy5ciWvwalAiRIl0Ol0XLp0iaioKAC3Cp45SG2NBZ5F6OuKcLLdQPR9Uz5CY2Uj9FU+QuO0R1RUFJcuXUKr1VKiRAl279Zw7pyG27ef+OphtdrX7O7e7fKxvZUX7Nixg7Jlr+LlJbNvn5Z//rEfb6lRg9jx44l+zSisp7l9+zaPHuUBcpMli5Vqm8cAYPRAFBugdOnSSJLEmTNnMBgMzs8tFrhwwfXem957D1uGDGj+/BP10aOvdD2r1cq5c+cAaNUqFyOHxhDQuhWakyfxmjgREtnwPFL7GXZEshP3y5ZlmTVr1gDQokULt8+VIUMGunbt6vx/lSpVkN7wVHEAvV5P8eLFkWWZU6dOce7cOU6cOIG/vz/NmjV74fGprbHAswh9XRFOthuIkvTKR2isbIS+ykdonPY4deoUsixTokQJvLy8+OwzA2vXRtOli9FlP93ixehWrsRnwABIVHQqf/78hISEEBkZyT//nKFxY/s2RwswtFpM3bsjp3D0xGw2s3z58qcqLCfF9evX+fLLL3FEsZsWvYL21k2sefNi9lD6sL+/P4ULF8ZsNjvXSsfGQkhIILVrBxAfn2hnLy+MnTvb//mK7bwuX75MfHw8OXLkIH369OiWLUNz8iS27NmJXr3a7fZkqf0MZ82alZCQEGJjYzl16hRgT4O/evUqGTNmdEa63eWjjz5yFgFzFFZTAon7Zf/+++8AtGrVCl9f3xcem9oaCzyL0NcV4WS7wfMqJQqUgdBY2Qh9lY/QOO3xZNEzvR6qV7dQsKDt8U7x8XiPHWv/58iR8EQ6riNl/I8//qBNG7tzvmSJ7unMZk9W9XqCOXPm0KtXL9566y3q1avH3LlziXyib/fZs2fp0aMHFSpUYOXKlTjXY7fVEz9gAIaBA0myvHoy8WTKuK8v5MljI0cOmzMTwIGxWzdktRrtunVId+4keb4rV64Q/owCc/b12O8RF7eRzRtUeP34IwDxI0Y8dw32k6SFZ/jJddmOKHazZs3QaDQvda7g4GAGDx5MSEgIjRs3TlY7UxPHz9bBgwdZunQp4F6qOKQNjQWeQ+jrinCy3eDJX54C5SE0VjZCX+UjNE57uFP0TD9zJqo7d7CUKJFkOylHyvj27dupXdtCliw2rlxRc+KE2rmP1/jxBJQujerixWQeQdJs374dAI1Gw8mTJxk0aBBFihShR48eLF++nHbt2lG9enVWrlyJSqWiYcOhQHECAmy81TwQw6hRmF5Qhfl1SaoK9Lp10Rw7FuX6kgN7RWxz48ZIFgv6efNct8kyU6ZMoVKlSlSvXp379+8/dS17tLwz4eElubXuDOrr17Hmy4epVauXsjktPMOJ12XLsuxcj/0yqeKJGThwIEeOHFHUWlXHz9auXbuIiIigRIkSlCpVyq1j04LGAs8h9HVFONlukDFjxtQ2QeBhhMbKRuirfITGaQubzcbRhDW+lSpVYuhQb9q29eXPPx87x1JEhH3NLhD/xRdJRnYrVqxIunTpuHnzJtevX6ZVK3v12qVLH0dMVH//jfqff9CtXevJIQFgNBo5fPgwYHdgZ8yYQc2aNTEYDKxcuZJevXqxdetWvL296dmzJ8OHX2fv3m8BaNrUTEoFehKn9Drw93/2/saePQHQz5/vrApuNpsZOHAgX3zxBbIsc+fOHXr37o3N5uqknzx5E2iMJNnocPwzAHuk/iUjv2nhGU68Lvvo0aPcuHGDrFmzUrly5VS2LO2QN29eghK1nevUqZPb683TgsYCzyH0dUU42W4g3swoH6GxshH6Kh+hcdri8uXLhIeHExwcTM6cuVi/Xse2bTrUj31svCZORBUVhblmTSx16iR5Ho1GQ/369QHYtm0bbdvaneyVK3UYE5Z2m5o3B0gRJ/v48ePExcVRpEgRcuXKxfvvv8/q1as5ffo0Q4YMoWrVqgwcOJA///yTcePGUapUIAaDRJtmkUw+XhPd3LketxGgcOHC+Pr6cvPmzaeiz7dvSzzZztZStSrxgwcTvWoVaDRERUXRpk0b5s+fj16v57vvviNDhgzs3r2biQkvRsAe6T59uiCg5a0KEWTOCtY8eTC1bv3SNqeFZzhLliyEhIQQFxfHF198AdhTxdWJf3D/40iSRNmyZQF7IbRWL5GxkBY0FngOoa8rwsl2A3OiQiwCZSI0VjZCX+UjNE5bOKK9lSpV4tIlNXfuqMic2UaxYvZWXBgM6BKqgscnODPPom7duoA9PbVYMSvFi1t49EjFtm329duWmjWxBQaiPn8e1aVLHhqRnb179wJQs2ZNl89z5crFkCFDmD17I3nzfuWM6NSubeHAgUjmFvqGjJeOoH2igrqnUKvVlC5dGnCNZn/6qQ8lSqRjy5YnQuqShGHoUGxFi3Lz5k0aNmzInj17yJgxI+vWraNHjx788ssvAIwdO9bZ5urWrVvEx7cEoNMHemI2biR669aXjmJD2nmGHSnjjkyMV00VVzKVKlUC7C8g0qVL5/ZxaUVjgWcQ+roinGw3UNJaGkHSCI2VjdBX+QiN0xZHjhwB7F/Gd++2O8O1a5sft0r28iLy0CFiZs3CmuAMPovatWsDcOjQIeLj453RbGfKuE6HOaGwlKej2c9ysgHCwyWqVAngk098OH78ceSzSN449AkRbGOvXh61LzFPFj8DCAmxv+TYsydpJ/jYsWM0qlePXhcvUjtvXrZv306FChUA+8uOgQMHYrPZ6NGjB/fu3WP79mtAFVSqeHv1d0lCzpTplexNK8+wI2UcIHv27M7xCx7Tq1cvxowZw7fffvtSx6UVjQWeQejrygudbEmSvCRJOipJ0p+SJJ2VJOnLhM+DJEnaLknS5YS/0yc6ZpgkSVckSbooSVJDTw4gJRB935SP0FjZCH2Vj9A4beGIZFeuXJlduxxOtsV1p4AAzC1bvvBcmTJlonDhwhgMBg4ePEirVibKl7dQr97jqIkjZVzrQSc7KiqKkydPolark2zJFBQk06uXkXr1LGTOnFDtPDYW3969UT14gKVECSwp2MrJ4WQfO3bM+VmdOvZ7tmeP9qmC7Hfv3uW9997jgwcPGABsi48n8J6Vy5cff1X84INhZM26grt3q9K9+2esXGlv2VMvcAf+N869lr1p5RlO3Krr3XffReXBKvBvKn5+fnzyySdkyJDhpY5LKxoLPIPQ1xV3Zg4jUEeW5VJAaaCRJEmVgaHATlmWQ4CdCf9HkqSiQFugGNAImC5J0hu9mMWd3n+CNxuhsbIR+iofoXHaISwsjL///hs/Pz/y5y/GwYP2qGnNmnYHT7NrF67Nml9MjRo1AHvKeObMMtu2RdO1q8m53VKrFraAADTnzqG6fDmZRuLKwYMHsVqtlCtXDv+EKmI3bqg4cuTxV5zPPzewZEkMuXLZUP3zD/6NG6Nbtw7Z35/4cePAzQJRyUHVqlWRJInDhw8TnbAIu0gRG1my2LhzR8XFi65fATdv3kxsbCxHK1XCVKkSJ8NyUr5RXnp2UmFNyPI/dMiLsLCWwCoOHlzLoUP2iP5nET/h16EDzh1fgbTyDGfOnJmSJUsCvNR6Y8GLSSsaCzyD0NeVFzrZsp2YhP9qE/7IQHNgfsLn84F3E/7dHFgiy7JRluXrwBWgYnIandKIghfKR2isbIS+yietaCzLMr1796ZPnz5Ox+a/hiNVvHz58pw44UV8vETx4hayZJFR3biB3/vvE1i+PBgMbp/TkZ69a9eupHfQ6YgfO5boNWuw5c372mNICkequMPh37RJS82a/nTu7EdYmN15Vqke+9HeQ4eiCQ3Fmi8fUdu2YalSxSN2PYsMGTJQoUIFTCYTuxPWgkvS45cdjjR+B1u2bAGgSbt2xK5YQaEaGfCVY8hw9STRu08DUKqUleHD4ylW7D5gBrzIznXqsAvDp5/CazyHaeUZBpg/fz4bNmxwuzWVwD3SksaC5Efo64pbOTCSJKklSToN3AO2y7J8BMgiy/IdgIS/Myfsnh34J9HhtxI+e2OJiopKbRMEHkZorGyEvsonrWh85swZli1bxtKlS2nSpAm3b99ObZNSnMSp4g5Hrk4de6q4ftYsJFnGXL06eHm5fc6QkBD8/Py4ePEit27dAuDcORWjRnlz6ZL9q4ypXTssNWq8UtEtd/jjjz8AqF69NqNGedOxox9RUSoqVLAkOZS4H3/E2LYt0Tt2YCtUyCM2vQhHn/GtW7c6P6tVy67FmDHeFCkSSIUKAdSo4cv27SOBLVSt2gh8fbEtncsf9Uaxw1qLPN3eQbtlC/nz2/jsMwP79mn49NMx1KQGh6gB2YMxtW//WramlWcYIHfu3EkuCRC8HmlJY0HyI/R1xa3fRLIsW4HSkiSlA1ZLklT8ObsnlQslP/nBvXv3+OCDD9BoNFitVt577z0++ugjwsLC8PX1Ra1WExUVRaZMmQgPD0eWZTJlysTdu3fx8/MDICYmhixZsnD//n0kSSIoKIj79+8TEBCA1WolNjaWrFmzEhYWhlarJTAwkAcPHhAYGIjJZCI+Pt65XafT4e/vz8OHD0mfPj3x8fEYDAayZs2K2Wzm7t27eHt7ExERQYYMGYiOjsZkMjmP9/b2RqfTERkZScaMGYmMjMRsNju3p7UxhYWF4eXlJcaUMKbAwEBu3LihqDEpUadXHZPVauXWrVuKGpMSdXqdMTme4dQe0/r1652/586cOUOdOnWYMmUK1apV+8/o5HBGS5cuzejR9l//Zcrc55/z/1D8998BuN2qFdqYGLfHpNVqKVeuHHv37mXFihW0b9+eKVOysXSpFzqdiQ8++NejYzpz5gznz5/H29ubXbuKM22aFxqNzCef/Mtnn6m5ezeM+CiJrJs3c7NBA9JnyEC8JGEYMoSs3t6E3biRKjo5Koxv3ryZBw8eAFCkiIFs2Yry779q7t6VuHsXQA1UB2DatLuMG2e0/+z9OIi4MdH4rl6N5ehR7pYpg8FgINf583y/aDZmfRS+RiP/dB4GJhPRDx++8pj8/f25deuWmPcUPCaz2YzRaFTUmJSo06uOydvbm7t37ypqTC/S6XlI8pOVL16AJElfALFAD6CWLMt3JEkKBvbIslxIkqRhALIsj03YfyswRpblQ4nPc+jQIblw4cIvde3U4tatW+TIkSO1zRB4EKGxshH6Kp+0onHz5s3Zt28f48ePZ/Xq1Rw4cAAfHx9mzpxJ44QK2EomOjqavHnzIkkSR4/epFy5bHh7y1y9+ojA33/FZ/BgLJUqEb1580ud99atW2zdupXPP/+c5s2bM3fuXA4c0LB+vZaWLU1UqGBfC6w5dAj95MlY3noL48cfJ9u4VqxYQc+ePalduyEXLmzizh0V8+bF0KyZPfVaCg/Ht1s3tPv2ET9oEIYRI5Lt2q+DLMuULVuWGzdusHnzZmfrJZsNYmMhJkYiJkZizJgf2bx5H++/353Ro98he/ZE3w1tNvS//oq1WDEsCZW3dfPm4TtwIADWXLmIOnIE9PrXsjWtPMMCzyE0Vjb/RX1Pnjx5om7duuWT2uZOdfFMCRFsJEnyBuoBF4B1QJeE3boAjpKe64C2kiTpJUnKC4QAR19rBKnMy76IELx5CI2VjdBX+aQFjWNjYzl8+DCSJPHuu++ycuVK2rVrR1xcHJ06dWLatGlpwk5PcuLECWw2G6VKleLYsUAAqla14KWzoZ85EwDDK7SxkmWZOnXqAPa10VarlbfesjBuXLzTwQaQIiPRbduGbsWKZBjNY/bs2QNAYGAf7txRUbSohXfesTvYqnPn8K9bF+2+fdgyZ8Zcv36yXvt1kCSJhg3tTV4Sp4yrVODvD8HBMvnzWzhxYgawh48/zuPqYCfsbOzZ0+lgA5g6dCDy9GmiN24ketu213awIW08wwLPIjRWNkJfV9xZkx0M7JYk6S/gGPY12RuAcUB9SZIuA/UT/o8sy2eBZcA5YAvwUUK6+RtLplfs+Sh4cxAaKxuhr/JJCxofOHAAs9lMmTJlCAoKQqfTMXXqVEaMGIEsy4waNYrRo0entpkexbEeu1KlSuzYYV+RVru2Gc3OnaivXMGWPTvmpk1f+ryZMmUib9685M2bl0ePHnHy5Mkk9zPXro3s748mNBTV1auvPpBEyLKcUPRM4vTpegD062dEkkC7aRMBjRqhvnEDS+nSRO3cibVi2qr16liX7Shs9iSnTp3i3r17ZM+enWLFirl3Uq0WW65cWKpUQc6c+cX7u0FaeIYFnkVorGyEvq64U138L1mWy8iyXFKW5eKyLH+V8PlDWZbryrIckvB3eKJjvpFlOb8sy4VkWX65nLA0yF37giWBghEaKxuhr/JJCxo7Kl87Iq5gjyQOGjSIX3/9Fa1Wy7Rp07hz505qmehxHJXFK1euTM2aFkqXtvD222ZQq7EUK4bhww9fqTCZQ1/HvXXc66goWLBAx+TJCZFUvR7T22/b/5kQOX9drl27xu3bt/Hza83ff/sSHGzjvRZGvH78Eb+OHZFiYjC1bEn0xo3I2dNendeqVavi7+/PhQsXuHHjxlPbHc53o0aNkFKwxdiTpIVnWOBZhMbKRujrilvVxf/rOBbVC5SL0FjZCH2VT1rQOCkn28F7771H/YQ04mdFFN90zGYzx48fB+yR7A4dTOzaFU3evDYsdeoQ/ccfGPv2faVzO/R92smW6N/fl/HjvTEa7fsaP/4YWa1GP3s26j//fM1RPa4qrtePBKB3bwM6lQXNnj3IkkTc6NHEzpwJ3t6vfS1PoNPpqFu3LpD0z54jjdyRVp5apIVnWOBZhMbKRujrinCyBQKBQCB4TW7evMmVK1cICAigfPmna6DIMgQEDAI6sXHjxpQ3MAU4c+YMsbGx5M+fn8xJpRBLEmi1T3/+ElSrVg2NRsOJEyd49OgROXLIFCtmITZW4uBBe4TcWqwYxp49kWw2fAYNslf5eg3s67Er8PBhcfz9Zbp0MYJWS+y8ecQsXYqxf//HzbHTKM9KGb916xZnzpzB19eXatWqpYZpAoFAoEiEk+0GMTExqW2CwMMIjZWN0Ff5pLbGjshqjRo10DyRDi3LMHCgD0uW1AEWsHdvdkX2E3Wsxy5Y8H1n/2opIgLv4cNfe320Q19/f38qVaqEzWZLWCcNDRvaC5Bt3frYgY8fOhRbcDCq69dRXbnyyte1Wq3s378f+ByAbl3iCAiwb5MzZMBSr94rnzslqVevHiqVioMHD7r87Dmi2LVr18brJfqWe4LUfoYFnkdorGyEvq4IJ9sNsmTJktomCDyM0FjZCH2VT2pr/LxUcUmCwoWtaDT2yqtW68/Mm3ciRe1LCRxOdlRUe6ZN82LuXD26337D65df8Bky5LXOnVjfJ1PG69e3O9nbtmlxFrf19ydmwQKijh7FVrDgc8998eJFvv/+e65du/bUttDQUCIiIkiX7k/y57fy6cMv8GvZEtXFi681npQmKCiISpUqYTabnfcNHke2UztVHFL/GRZ4HqGxshH6uiKcbDe4f/9+apsg8DBCY2Uj9FU+qamx2Wx2RlUda1+fpFcvIydPRlK69J+ALz/8UIXIyLSdYvwyyLLM0aP2bp09eqjo3NlI5w5xeM2aBbxa267EJNY3sZMtyzLly1sJCrLx999qLl9+/LXGWq4ccoYMzzxneHg4Q4cOpVq1aowbN47q1avzyy+/YEuUXu5Yj9206Q2OLw8l74qf0OzZA9Y3r2nKk628YmJi2LdvH5Ik0aBBg9Q0DRDz9H8BobGyEfq6IpxsN0jNapuClEForGyEvsonNTU+ceIE0dHRhISEkDNnTgAePZLo0MGXS5ce/5rNkUNm6lQrcIrY2GB69fJ+3eXCaYa///6bu3fvkjFjRt55J5hJk+IoeXUdqtu3sRYogOUZLx/cJbG+JUqUIGPGjNy+fZtLly6hVj+OZidOGXdiNOI1YQKaQ4cA+0uRX375hfLlyzNz5kxkWaZixYrEx8czfPhwmjRpwpWEFHPHy5OaNWvi/d04JLMZU+vW2IoWfa3xpAaOddnbt2/HarWyZ88eTCYT5cqVSxOtd8Q8rXyExspG6OuKcLLdICgoKLVNEHgYobGyEfoqn9TUeOfOnYB9XauDceO82LxZR//+Po9TmIGiRfOSL99gIJxt2/T8NPAe/rVr41+3Lqq//05Zw5MRR6p45cqV7V+0ZBmvKVMAMPbsCarX+7qRWF+VSuW810mljD+Jfs4cvL/+Gu9Bg9i+aRPVqlVj+PDhPHr0iJo1a/LHH3+wZcsWFi5cSJYsWThy5Ag1atTgp59+Yv/+8sD/KOWVC92yZchaLYahQ19rLKlFSEgI+fLlIzw8nGPHjrm07koLiHla+QiNlY3Q1xXhZLuBSH9QPkJjZSP0VT6pqfHu3bsB11TxUaPiadfOyMyZsU8Vnn733ZJAB8DG/34ryK4/M6M5dQr/evXQHDiQcoYnI3Ynuwhnzkxl/Xot2i1b0Jw8iS1zZozt2r32+Z/U98l12XXrWlCrZQ4f1jyVhm/s1g1r3rxoLlzgWMeOXL58mfz587No0SJWrVpF0YSo9Ntvv83Bgwdp27YtBoOBMWPGYjYPBkYSOW0Xkixj7NIFW+7crz2e1ECSJGfK+MaNG9m+fTuQdpxsMU8rH6GxshH6uiKcbDcIcJQSFSgWobGyEfoqn9TS+OHDh5w6dQqdTkfVqlWdn/v6wrRpceTIIbseYDTSPkcOYAv+/hOQZYl2Pmu5XK0jqvBw/Fq0QDd/fsoOIhmwO9kf8vffudm9W4PXd98BYOjf334zXpMn9XVEsg8ePIjBYCAwUKZKFQtWq8TOna7V3fHyIi7BnjHAlx06cODAARo1aoQkSRw+rKZ7d1/eftufhg1zc/36byxevJisWdMDzalVaD11D3+H7OODYdCg1x5LauJwqOfPn8/9+/fJmTMnRYoUSWWr7Ih5WvkIjZWN0NcV4WS7gfUNLHAieDmExspG6Kt8UkvjPXv2IMsyVapUwdfXl02btNy5k/S6NM0ffxBQrRplhw2jcqZMREcPplKlh4THedM2dg5xffshWSz4DhiA97BhYLGk8GhejQcPHnD58g2gMwCdO5uInT4dY6dOGLt2TZZrPKlv5syZKVGiBPHx8RxKWGvtSBnfvv3plPG4GjVYpVbjC4xYvRq/hQuJjJAZONCHxo0DWLNGx5EjGq5cUXP1qoqGDRty8OBB5sz5kNU9L4OXF4ZevZDf8Oq5lStXJiAgwNlqx/GiIS0g5mnlIzRWNkJfV4ST7QaxsbGpbYLAwwiNlY3Q1/NcvnyZTz/9lFOnTqXK9VNLY0e6cu3atXn0SOKDD3wpVSqQ8HBXx0V14QJ+77+P+upVbLly8XblyoBMhQqTCQ62cfKUlj1NviX2p5+QtVq0e/dCfHwqjOjlsVcVfxfISIkSFkqVsmIrWpS4yZMhmXovJ6WvI2XcsSbe0S97+3btU8W/T548SXerlc3+/qji4tg86CCVy3oxb54erVZm4MB41q+P5uDBSA4etPeRTpcuHe+++y5yt25EnjiB4dNPk2UsqYlWq6Veot7eaaF1lwMxTysfobGyEfq6onnxLoKsWbOmtgkCDyM0VjZCX8+yatUq+vfvT0xMDLdu3WLlypUpbkNqaCzLMnv27AHsDt+aNVqMRomaNc0EBSVKE7fZ8B0wAMlsxti6NXE//UTRfftg/Xp2717FpEmfkyGDTNmyVkxVOmItUAA5OBj8/VN8TC/CYrFw//597t27x7179wgLC2PNmjXAcAA6vxeOhAZI3uhoUvrWq1ePyZMns2PHDr7++mtCQmzkz28lKEjm/n2JrFkfa/DHH38QCSxo0pspF/qx+XQuiISKFS1MnBhLkSLPL/MuBwcn63hSk0aNGrFq1Sr8/Px46623UtscJ2KeVj5CY2Uj9HVFONluEBYWRu43tNCJwD2ExspG6OsZjEYjI0eOZPbs2c7PDhw4QHR0NP4p7CCmhsbnz5/nzp07ZMmShWLFivH553oA2rY1ueynmz8fzZEj2LJkIf6770Cno1q1avj5+XH27FkKFrzqYru1cmXXCxkMyRYRfhnCwsIIDQ0lNDSUv/76izNnznD9+nVk+Yl15uQD6qHTWeg2rwF+23yInT0bORm/cCWlb8WKFfH39+fSpUv8888/5MyZk/37o9Drnz5+586LwLesWfMZBoMWf3+ZMWPi6NLFhObm3/g0+QhbnjxIjx6hCg9HiohAdecO8UOGYOzVC9TqZBtLavP222/ToEEDqlWrhj6pm5VKiHla+QiNlY3Q1xXhZLuBVptE302BohAaKxuhb/Jz48YNunXrxunTp9HpdHzzzTcsX76co0ePsnv3bpo1a5ai9qSGxolbd12/rubIEQ2+vjJNmjx2sqU7d/AZMwaAuHHjkAMDAdDr9dSvX5/Vq1ezadMm+vTpA8Dt2xLZs9udWNWNG/j07w8mEzEbN6bYuGbOnMmECRO4d+/eU9skSSJTpkxkzpyZLFmykC5dfs6c6c2lS9Cy1GUyHPsTq7YAcsaMyWpTUvpqtVpq1qzJhg0b2LFjB926dUvSwY6Li+fYsW+AIhgM0LSpie++iyM42H6fvb/8Eu2hQ5Cwtjsx3l98gS1nTszvvJOs40lNfH19WbJkSWqb8RRinlY+QmNlI/R1RTjZbhCY8KVIoFyExspG6Ju8bN68mb59+xIZGUmuXLmYO3cuZcqUITo6mqNHj7J169YUd7JTQ2PHeuw6deqwdKkOgHfeMeHn93gf1Y0byD4+mN96C/MT96Rx48asXr2azZs306NHH95/349DhzScPh1J1qwytgwZ0Jw8iRQdjTo0FGuJEh4fk9lsZuzYsURGRuLv70+JEiWcf0qWLEnBggXR6XT8+6/E9OlezJ+vJzZWQqWS+fjGYADihwwBTfJ+vXiWvnXr1mXDhg3s3LmTbt26ASDL8N13XjRrZqJoURvHjh0FthIY2JylS6tSsaLrgu248eMx16gBGg1y+vTIQUHY0qWz/zt9+lTJIvgvIuZp5SM0VjZCX1eEk+0GDx48wDcZWpAI0i5CY2Uj9E0+Nm/eTIcOHQC7kzh16lTSpUvHw4cSt259CCxn27ZtWK1W1CmYYpvSGsfGxnL48GEkSaJGjVp8/bXdyW7TxjVV3Fq5MlGHD9tTvp+o4lyvXj00Gg0HDx4kKiocf39fdDoIDVWTNasF/Pwwtm+P14wZ6GfOJG7KFI+P6+DBg0RGRhISEsKhQ4dQqVzro5rN0L+/D0uW6DCZ7OOpW9fMsELLqTJ9A9bChTG3aJHsdj1LX0cRrz/++AOTyYROp+OTT3xYuFDPtWsqZs6MY9++fcAvdOyopmLFSk+dQ86QAVOCgy5IPcQ8rXyExspG6OuKqC7uBuLNjPIRGisboW/yYLVa+eqrrwAYOHAgv/32G+nSpSMqClq18mPOnJyoVHt5+NCL48ePp6htKa3xli1bMBqNlC9fnqtXs3Lzppps2WxUq/Z02y05MDDJ1k+BgYFUq1YNm83Gtm3b+PbbOM6ceUT9+o/PYfzwQwB0K1cihYd7bkAJbN68GYAmTZo85WADaLVw44YKsxmaNzexe3cUyxfcp/Yqe//o+GHDIInjXpdn6Zs9e3aKFClCTExMQq9u6NXLSJMmJurVs9/HP/74A4Dq1asnu12C5EPM08pHaKxshL6uCCfbDUwm04t3ErzRCI2VjdA3eVi7di0XL14kZ86cDB482Nlfd8gQH/78U4MkydhsmYC1bNiwK0VtS2mNV6xYAUCrVq1YssQexW7d2uisj+U9YgReX39tj2A/h8aNGwOwadMmcuSQCQhw3W7Lnx9zvXpIBgO6335L3kE8gSzLbNq0CbAXx3JgNkNU1OP9vvkmjsOHo5g7N5ZSpax4/fILqrAwLCVLYm7a1CO2PU9fRzR7x44dABQvbuW332Jp3dpEdHQ0p06dQq1WU/nJgnKCNIWYp5WP0FjZCH1dEU62G8S/Ib1KBa+O0FjZCH1fH6vVyg8//ADYo9g6nc65bdSoeGrXNrNzZzRZssQC5ViwoCZPFaH2ICmpcXh4ODt37kStVtOw4busWeOaKq4+dgz9L7/gNXkyqmvXnnuuRo0aAfb13XFxcYDdL1+5UostoauUoUcPAPSzZ4Pl6Uh5chEaGsqtW7fIkiUL5cqVA+ytujt18qVdOz8SzKNoURshIY9bXlkqVLDvO2LEUynxycXz9H3SyU7M4cOHsVqtlClThoAn32AI0hRinlY+QmNlI/R1RTjZbiD6vikfobGyEfq+PmvWrHFGsdu1a+fiQGfLJrNyZQylS1tZujQeiCI6ugmjRqXcL9yU1HjdunVYLBZq1qzJ8ePZiI6WKFvWQqFCNjCZ8O3fH0mWMXz8MbaiRZ97rhw5clCuXDni4uLYsmULAE2b+tOjhx87d9rLpljq1sWaPz+qBw9Qnz3rsXE5otiNGjVypoo/fCgRGqrh4kU1N24kfGWQZdRHjzqPs1SrRtSOHVjq1/eYbc/Tt1KlSvj5+XHhwgVu3brlss2RKl6jRg2P2SZIHsQ8rXyExspG6OuKcLLdICwsLLVNEHgYobGyEfq+Hk9GsbVaHcOGefP1115PRatLllRTqdIUwMb06dnYPO022vXrkR4+9KiNKalx4lTxpUvtPaMcUWyvqVNRnz+PNW9eDJ9/7tb5WrVqBcDKlSsBaNbMfq7p0xOqWqtUxM6cSeSZM1hLlUq2cTyJYz22I4UdIEcOmVWrotmwIZoiRWxIt27h17o1AY0aodm3z7mftWxZj9kFz9dXp9NRs2ZN4Olo9r4EG8V67LSPmKeVj9BY2Qh9XRFOthskTosUKBOhsbIR+r4ea9as4dKlS+TKlYt27dpx9qya2bP1TJ3qxaVLT/8amZjjFB8zHICeo/JwvcsPBLz1lotTltyklMa3bt3i4MGDeHl50bBhYzQaGS8vmffeM6G6ehWvhJcRcRMmgLe3W+d89913UalU7Nixg4iICLp0MeHrK7N3r5azZ+2LvK1lyiAHBXlsXDdv3iQ0NBQ/Pz/y5q3J3LmP72ehQjYKF7ahXbmSwLfeQrtzJ7b06ZGioz1mz5O8SN+6desCj9uqAURERBAaGopOp6NixYoetU/w+oh5WvkIjZWN0NcV4WS7gb+/f2qbIPAwQmNlI/R9daxWK99//z3weC22o7DUr7/G2lOkrVYSh7SLpE/PZL6jPb8Tix/NtJt5eM+GX4sW6ObN84idKaXxqlWrAGjYsCHp0wewcGEsFy48IkOQDZ+BA5GMRozt2mFJiKy6Q5YsWahRowZms5l169YRGCjToYMRgOnT9a47m82oT59OruE4cUSxa9euxwcfZGDQIF9WrNA6t+tnz8avRw+k6GhMTZoQdfAg5kQRb0/zIn0d67L37NnjLL5z4MABZFmmQoUKeLv5wkOQeoh5WvkIjZWN0NcV4WS7wUMPpzkKUh+hsbIR+r46q1ev5vLly+TKlYu2bds5P2/UyEzTpmaIicG3Qwe8JkxwbpN69qRX8eKspQd5897nb3MO+hXeCt7eWDwUUUwpjR0p3Y4Ub8BeETwmBvR6bBkyEJ/Q5uxleDJlvFcvI5Iks3KljgcPEoqJRUURWKYM/k2bIj169FrjeBKHkx0U9AmhoRqyZ7c5W2Dpf/oJn4TU97gxY4hdsCDJlmSe5EX65siRg0KFChETE8PRhPXiIlX8zULM08pHaKxshL6uCCfbDdKnT5/aJgg8jNBY2Qh9X43Ea7H79RtKy5bp2bVL49wu3buHf7Nm6LZtQ//zz84+zrYCBcjeqhWxGCha9At69DAwekU+Ik+ccCkE9qLK2y9DSmh84cIFQkNDCQgIIH36t9m+XfM4gO/vT8zSpUTt3o2cIcNLn7tp06bo9XoOHDjAv//+S968NurXN2MySSxdmpCCFxCANSQEKS4O3cKFyTauiIgIDhw4gErly7Ztdod05Mh40qWTkcLD8Zo2DVmSiJ0wAeMnn3isgvjzcEffJ6uMi6JnbxZinlY+QmNlI/R1RTjZbiBK0isfobGyEfq+Go+j2Lk5dqwrBw5oGTXKB6sVVJcu4d+gAZrTp7HmyUP0li0ua4YdrakOHlzCN99Eky2bjJw5s3O7bvFiAipXRptQROx1SQmNHVHmd95pxujRgbRp48/ixbrHqfKShJwjxyudOyAggAYNGiDLMqtXrwagY0d72vPvv+udlzD27AkktPMym19jNI/Zvn07VquVXLl+5M4dDSVKWHj/ffu15aAgYlatInbmTExduybL9V4Fd/RN7GTfvXuXixcv4uPjQ1kPF2UTJA9inlY+QmNlI/R1RTjZbmAwGFLbBIGHERorG6Hvy5M4il2t2q8sX+6Nj4/M7Nkx6I4dxr9RI9Q3b2IpW5borVuxFSjgcnxISAj58uUjIiKCY8eOJZwTwsPtUVDVlStIFgs+w4ZBbOxr2+tpjWVZdjrZ7733Pi1amChSxErLwG34N26M6sKF177GkynjDRuayZTJxsWLao4dsxdAMzdogDVfPtR//43XlCmvfU1wtO7KyJ07XQH48otYdHt3O7dbixXD3LJlslzrVXFH38qVK+Pr68u5c+dYtmwZYG/vJYrxvBmIeVr5CI2VjdDXFeFku4Ho+6Z8hMbKJjn0PXfuHPPmzUN+smeVQlmwYAGXL18mOLgeq1fbKzd//30cxf/dgX+LFqgePcLUqBHRa9ciZ8r01PGSJNGwYUMAtmzZwl9/qalaNYB+/XwAMIwciaVcOVQPH9qjsq+Jp5/hEydO8Pfff5M1a1Zq1KjKRx8Z2b/1DplG9Edz5Ajabdte+xr169fH39+f06dPc/nyZbRaaNfOHlH+7beEAmhqNXHjxwPg9f33qM6ff+F5jx8/zrJly7DZbE9tMxgM7Ny5ExiJ0ainTh0zjdd9gn/Lluh+++21x5RcuKOvXq93poZPnDgREKnibxLi97DyERorG6GvK8LJdgPR9035CI2Vzevqe+HCBZo0acLAgQPZsmVLMlmVdjl79iwjRowAfIBlxMdLtGtnpH17E9bSpZEDAjB88AGxv/0Gvr7PPM/bb78N2J3s4GAb//6r4vx5NVFRgCQRP2QIgD0iGxPzWjZ7+hl29MZ+990WqNX2qLLP99/Zo/klSmDs2/e1r+Hl5UXTpk2Bx9Hsjh3tVcZXr9bZ7xtgqVULY+fOSCYTvh9/DEk4zw5OnTpFs2bN6N27Nx988MFT6Xz79u0jNjYr0BdJkvm64U70CxYge3k9lZ2QmrirryNl/FFCYThR9OzNQfweVj5CY2Uj9HVFONlu4OXlldomCDyM0FjZvI6+YWFhtG7dmsjISADWr1+fXGalSaKjo+nWrRsGg4F8+TZz5056CmUN5/uvHwH2NbpR+/YR/8MPkOBsPotKlSoRGBjI5cuXiYq6wpo10Rw5EmWvxg1Y6tbFUr68PZo9Z85r2e3JZ9hqtbJmzRpAx44d3zF5sh5L6EX0P/+MrFIRN2kSaDQvOIt7JE4Zl2WZAgVsVK1qJi5OYvXqx2nPcV99haVcOQyDBoEq6V/l9+7do1OnThgMBiRJYu3atTRr1ox79+4597Gnin8LaGnXMoZKk7oDED9iBJYqVZJlTMmBu/o6nGywr3MvWbKkp0wSJDPi97DyERorG6GvK8LJdgPRX1P5CI2VzavqGx0dTdu2bbl16xaFChUC7K2OzMlUcMpTxMXFJZka/CJkWWbQoEFcuXKNDBl+4dq1GnirDKwMq06Gn8c/3i9RAbPnodVqnU7Pli1bKFfOisvy2GSMZnvyGd63bx/37t0jQ4aRXLniz7Jlevy+/hLJasXYtSvWMmWS7VrVq1cnc+bMXL16ldMJ/bA7dbKv/w4MTLRUISCA6G3bMCdkCzyJyWSiS5cu/Pvvv1SqVIldu3aRM2dOTpw4Qf369Tl//jw2m4116+4BrdHrrXxlHYHqzh0s5ctj7N072caUHLirb86cOSlYsCAAVatWRZNMLz8Enkf8HlY+QmNlI/R1RTjZbhAREZHaJgg8jNBY2byKvmazme7du/PXX3+RL18+1q9fT6FChYiMjOTAgQMesDJ5WLZsGTlz5iRLliwULVqU2rVr06ZNGz7++GPGjRvHjRs3nnnsggULWLFiO2r1Rh4+7IUKK7NsH1Aky8NXdiQdKeOO9GeABw8k5s61e9uWOnWwVKyIpVYtpNcogPYyGi9btozDhw+7vb89VdyP+PgBAHzx7jG8t29B9vPDkPCSILnQaDS8++67ia4L779vYv/+KN5994mXO4laaanOnXNJGx8yZAhHjhwhODiYefPmUapUKbZv3065cuX4559/aNSoERMmTCQiYhgA/ZpcJv/qKch6PbFTprwwSyGleRl9mzVrBuCsCSB4MxC/h5WP0FjZCH1dEU62G2R4hZ6ngjcLobGyeVl9HRHdnTt3kiFDBpYtW0bGjBmd62U3bNjgCTOThaVLlyLLMlarlbCwMP7880+2b9/OwoUL+f7776lcuTL/+9//iI6OdjnuzJkzDB68ADiG1dqIDDxgKw1p1cpE1MGDz4yYvoi3336bdOnScfr0aU6dOoXZDDVrBjBokC8HD2pAkohet47YWbOQs2R55XG7q/HZs2fp3bs3TZo0YezYsVit1ufuf+TIEdatWwcMIC7OjwoVLDTJchTZxwfDgAFJFn17XRwp46tXr8ZqtaJSPb81tf6nnwioWRP9rFkAzJ07l/nz56PX6/n999/JknBf/fwyM2HCRurV60l0dDTffrsYKIGXVzTDrthbg8UPGYItIWsjLfEyz/Bnn33Ghg0b6Ny5swctEiQ34vew8hEaKxuhryvCyXaDJ7+MCpSH0FjZvKy+48eP5/fff8fb25tFixaRL18+Tp5UExXVF/Bm06ZNr5SO7WmMRqMzQvvXX3/x119/sWPHDhYuXMiECRN47733MBqNTJw4kQoVKvDbb79htVqJioqiW7dumM29gRBKq//iOOWp3ikbcTNmIKdP/8o2eXt7065dOwDmzZuHVgudO9uLeY0bl7B+KxlaLLmr8aFDhwD7i5QffviBVq1auaxRdhAXF8fIkSNp3LgxMTF61Gp7xHr06HjMnTsReewYBg+lVJcrV448efIQFhbGwYMHnZ9fu6Zi7FgvnuySYitQAMlqxft//+P0ypUMSYiuT5o0iTKJMhCOHNFQs2YWzOYpDBgwALgG5GfUqNOoV8wmfuBAjP36eWRMr8vLPMM6nY6qVasiPe/NhCDNIX4PKx+hsbIR+roinGw3MJlMqW2CwMMIjZXNy+i7ePFixo4diyRJzJw5kwoVKnDjhor33vNj1qx86PXbCQuL4vjx4x60+NU4duwY8fHxFC1alBw5cpAjRw7Kli3L22+/TdeuXfn111/Ztm0b5cuX5969e3z66adUr96Wbt26c/XqVYoUmcmQQss5YK1MtoaFifvxx+eHUN2ka9euAKxatYqoqCj69DEQGGhj/34t+/YlrJmVZTS7d+Pbtu0rrc12V+OjR48C0LZtWzJlysTevXupVauWizN7+PBhatasyfTp05EkiXLllmO1+lKnjpm33rLYzQ0OBg+tP5MkiZYJfakdKeMAH37oyw8/eLNxo9Zlf3Pjxpjeew8pLg7fPn0oZLHQt29fsmXrwPffPy5Eky6dTIECVoKDZUaNGsXcuXMZPrw3vXsXQ86YEcPIkclWwC25EXO08hEaKx+hsbIR+roinGw3EH3flI/QWNm4q++ePXv49NNPARg3bhxNmjTBYoEePXyJirJPl0bjW8AGVq9+/b7Iyc3evXuBpHsDyzKcP6+ifPnybN26lVmzZqFWX+XChR3s3n0RPz8/5s//mSG73kIa1JfYX39NNocrJCSE6tWrExsby/LlywkIgH797NHsSZMeO4He33+Pbts29L/++tLXcFfjY8eOAdC3b1/27NlD1apVCQsLo3nz5kycOJFhw4bRpEkTrl69SqFCJejc+RJ//lkLgK9KLEY3fz5YLC9t38viSBlft24dhoTQ9QcfGGnXzkjBgk9nUcSOG0e4RkNFi4VQIO+GArzXwpdx47zZvduuY5kyVo4ejWL69DgAmterxwhvb6Q0XsgPxBz9X0BorHyExspG6OuKcLLdQPR9Uz5CY2Xjjr5nz56lc+fOWCwW+vXrR48ePQB7/acuXYyEhFjZsiWKoCADUJt5894nJkZ+/klTGIeTXatWLZfPrVb45BMfatYMwGR6HCmtUCE7Xl5x5MlRhRnTplGgQAHw9sYwYsRz+1+/Cl26dAHs64VlWaZ7dyM6ncyePRpu3ZJcK41PnQovmXbmjsZ3797lxo0b+Pn5UaRIEYKDg1mzZg39+/fHarXyv//9jxkzZqBSqejQYRIq1QnmzcuPxSLRv2c4VWd/hO+AAWgSHHVPUqhQIUqXLk1kZGTCmnDo0MHEtGlxlCjx9DrykzdvUsFiYbouHR00S/j85gCsNhUDBsRTo4YFdWgo2hUr0E+divfo0fj07o1/48b4jBqFTxpNEU+MmKOVj9BY+QiNlY3Q1xXhZLuBKEmvfITGyuZF+t6+fZvWrVsTExPDu+++y5gxY5zbJMnu3Bw4EEXFilY2bYpDpbqD0ViZd95RYVy6Ee8RI5Bu3/bwKJ5PVFQUp06dQqPRUCVRf2OLBfr08WHhQj2SBHfvPp72ly6N4/Y/8Vwsb6HV0qUQH+8x+5o2bUrGjBk5d+4cR48eJX16mSZNzMiyxJIlerutNWtiqVQJVXg4XglFvNzFnWfYEcUuV64c6oTq2RqNhtGjR7NkyRIyZsxIkSLlee+9ayxe/Annz2vJk8fKmjXRjLUORoqJwdSgQYr1j078YuJZGAxw967E5MlbuUYNvgj4i8WWNvjqTMyb8A+jRhlQq0H/88/49eyJz+jReE2din7ZMjShocg+Phg/+ihFxvM6iDla+QiNlY/QWNkIfV0RTrYb6JKhKI8gbSM0VjbP0zcqKoo2bdpw584dqlSpwvTp01GpVNy/L3HhwuMp0pE5XbCgRPPmk1Bziz//TEfrPrmw/LyAwCpV0M+e7dJGKSU5cOAAVquVsmXL4u/vD4DZbE91X7FCj5+fzJo1MeTM+dg+fzkKv25d0a1Zg/aPP1A9p73X66LT6ejYsSMA8+fPB6B9e3vK+KJFOvttkyTih9lbSnlNmoT0Em/F3XmGHU52+fLln9rWoEEDzp07x5o129i5MwcA/foZ2L8/ilpZz6GfNw9ZpSI+0QsYT9OyZUv8/Pw4cuQI586dA+w/XmvWaMmQIR3BwenIli09RYqkY/3674G9PHiQk3z5rGzbHU+zrn7Oc1kqVsTUogWGXr2IGz2a2GnTiF6+nMgTJ7CWKpViY3pVxBytfITGykdorGyEvq4IJ9sNIiMjU9sEgYcRGiubZ+lrMpno0qUL586dIyQkhN9//x0vLy9sNujb15e6dQPYulX71HHt2pZjGbXIwT/sowaNAg8SH2PF5/PP8W/SBCmJatWexpEqXrNmTQCMRuje3Ze1a3X4+8usWBFNlSqP1xKrLlwgoF49dBs2IPv7E7NoEbbChT1qY+fOnZEkidWrVxMREUGtWhayZbPx999qDh2yv8Ww1KiBqXFjpJgYvF/CoXXnGXYUPatYsaLL53fuSBgM9qh2pkzw88+xbNsWzVdfxePjZcP7iy+QrFZMnTt7/B4lxs/PjzZt2gCPX0xIEkyZ4oUsSxiNElqtjJ9fLHARf/9zdO5sZOfOaIoUcX3ZY+raldjZs4kfOxZj//6Y2rXDUrfua7VNS0nEHK18hMbKR2isbIS+rggn2w0yZsyY2iYIPIzQWNkkpa8sy/Tv35+9e/eSOXNmli1bRvqEVlUmE2TObMPLS6Z48URFrhJ6KteoWZOfvf/lE2qRJaOBA5ElGdzwOLYsWSAu7rVaXr0qiZ1sgwE6d/Zj40YdgYE2Vq+OpmLFx+t4tatXE1C/PuorV7AWKULUrl1YqlXzuI158uShdu3aGI1GFi9ejFoN7drZo9kLFz5+Ax7/zTfIej3aXbuQwsPdOveLnmGTycTp06cBqFChgvPzZct0VKoUyNSpjwuw1a9voWxZK8TG4teyJbqtW5H9/JxrxlMSR2X2JUuWEBsbiyTB1q3RnD37iFu3IrhzJ4IcOcoDhZk8+QiTJsURGJi2agUkB2KOVj5CY+UjNFY2Ql9XhJPtBuLNjPIRGiubpPSdOHEiS5YswcfHh8WLF5M7d27nNi8vmDYtjn37osie3e6weH37LT4ffwzYU6LSN23KYK7R/L0FaDQy5tz5iDx0mNg5c0CbEP2WZYiK8vj4wsLCuHjxIj4+PhQtWp727f3Yvl1LUJCNdeti7A5jAprt2/H74AOk2FiMrVoRtW0btvz5PW6jg27dugH2yKwsy7Rvb2/5sW6dznmrbLlzE7NgAVFHjiAHBbl13hc9w3/99RdGo5GQkBDSpUvn/Dw42EZMjMSFC2rkJ31THx/kgABsGTIQM3duqkR9ixUrRoUKFYiOjmbVqlWAfelCcLCMjw8cPXqECxcukClTJho3bpzi9qUUYo5WPkJj5SM0VjZCX1eEk+0G5jegvYng9RAaK5sn9bVYLEybNg2AWbNmUaZMGQDi4lxrf2XLZve6NHv34j1+PLply5Bu3QKgSZMmAJw8OYsTJ6IYNy4e0gU6HVbp4UN8O3TAr0MHZwTcU+zbtw+AKlWq8OOPgezZoyVTJhvr1kU/VYnaUqcO5vr1iRs3jrgZM5K9iviLaNiwIcHBwVy+fJkDBw6QN6+Nt94yExcnsWbN42i2pX79l8oIeNEz/Hg9dmWWLHl8nerVLezZE8Wvv9qjxMTGOjVGkoibNImo/fux1K3r/iCTmcQvJp5k3rx5AHTs2FHR6+HEHK18hMbKR2isbIS+rggn2w1E3zflIzRWNk/qe+zYMSIiIsifPz+NGjVyfj5ypA916gRw9qza+ZkUGYlvQvVlw5AhyDnsRbHq1q2Ll5cXx48fR62+5dzf6U9brWhOnkR74ABekyZ5ZmAJ7NmzB4CKFRswf769UvfChTEULWpflyvdvfs4oq5WE7NkCcaePe0LfFMYjUbjLIDmqJrdubOJBg1M5MuXRNE4gwH9pElIDx4897wveoYdTrZG056+fX05ePBxD/CSJe2iqU+fJqB2bfw6drQvagfk9OlTfd1y8+bNSZcuHSdPnnSmvAM8fPiQtWvXIkkSnTt3Tj0DUwAxRysfobHyERorG6GvK8LJdgPR9035CI2VzZP6btmyBbBHVaUER3P7dg3z5um5ft11WvQeMgTVv/9iKVcOw4ABzs99fX2pmxDd3LRpEwD79mmoXDmAkyfVyJkzEzt9OgBe48ahPnLEI2OTZZk//vgDgPDwVsTESNSsaaZ8ebvjKN2+jX/Tpvi3bg0xMfaDUsG5TkynTp1QqVRs2LCB+/fv8/77JpYsiaVaNctT+/p8/jk+X32F9//+99xzvugZdhQ9O3SoOgCXLiXSOTYW79Gj8U9Ypy6ZTEj377/kqDyHt7c3bdu2BR5HrgEWL16M0Wikbt26LssdlIiYo5WP0Fj5CI2VjdDXFeFku4FvCqdTClIeobGyeVJfh5PtiGI/fCjxySf2fYYPj6dYMbuDql27Fv2yZcje3sT+/PPjPl4JNG3aFICNGzcCsG2blqtX1fz8s72IlqVOHQwff4xkteLbsyeSB9YrXb16ldu3bxMUlIHdu3MB8NFHBgBUN2/i37Qp6qtXIT4eKSE6m9rkyJGDhg0bYjabWbhw4XP3NXzyCbJWi+7331GfOPHM/Z73DN++fZt///0Xb+/3uHLFl6xZbbRrZ18Lrt28mYAqVfCaOhVsNgy9ehG1c6czYyGt4CiAtnLlSqKiopBl2Zk+7timZMQcrXyExspHaKxshL6uCCfbDdRq9Yt3ErzRCI2VTWJ9r127xuXLlwkMDKRSpUrIMgwc6MPduyqqVDHz0Ud2R1QKC8Nn4EAA4r/6CluBAk+dt2HDhmg0Gvbv3094eDjDhsXzzTdxTJ8e69wnfsQILGXKoP7nH3z69+fp6lqvhyOKXaNGdbZti2by5Fjq1rWgun4dv6ZNUd+4gaVMGWLWrEHOkCFZr/06dOnSBYClS5cC9tvyxx8aBg3yIfGyLltICMY+fZBkGZ8hQ57Zh/x5z7AjVVyvHwVA794G9Hrw+egj/Dp0QH3rFpZSpYjevp34sWPB2zs5hpisFCxYkGrVqhEbG8uKFSvYt28fV69eJTg4mAYNGqS2eR5HzNHKR2isfITGykbo64pwst0gKgWqAwtSF6GxskmsryOKXa9ePbRaLcuW6Vi/Xoefn8z06XE4f0dIEtYyZTDXqYOxe/ckz5suXTpq1KiB1Wrl559/xscH+vQxOouLA6DTETtrFrKfH7q1a9GuW5esY3O07qpRowYBAdCpkwn1lcv2CPatW1gqVCB69epUaSv2PGrXrk1QUBAXL17k3LlzAHz+uQ9z5+rZudO1N3n8oEHYgoPRnDyJfs6cJM/3vGfYnipeiUePShMQYKNrV/uLFEuFCsh+fsSNG0f0jh1Yy5ZNnsF5CEfEes6cOcxJuA+dO3dG80SGhRIRc7TyERorH6GxshH6uiKcbDfIlClTapsg8DBCY2WTWN+tW7cC9lTxW7ckBg/2AWDs2Dhy534cJZWzZCFm+XJi5s597hrmwYMHAzBlyhSuX7/u/PzBA4mvvvLCbAZbvnzEjR+PoV8/zG+/nWzjslqtCZXFc1O5cm0AVJcv4//OO6ju3MFctSrRK1ZAQECyXTO50Gq1znT71atXI0nw8ccGPv883rU3OYC/P3FffQWAz+DBeH399VPne94zbI9k23tcd+8c57wdps6diTx2zF4E7g14A9+0aVMyZszIuXPnWL9+PSqVyllETumIOVr5CI2Vj9BY2Qh9XXmhky1JUk5JknZLknRekqSzkiR9mvB5kCRJ2yVJupzwd/pExwyTJOmKJEkXJUlq6MkBpATh4eGpbYLAwwiNlY1D38jISA4dOoRaraZ27br07etLdLRE48YmZ79m6eHDxyXCJQn8/Z977ooVK9K2bVtMJhOjRtnTkWUZ2rb1Y9Ikb2bNslf7NrVuTfxXX0EytlkKDQ3l0aNH6PWLeeedkhw9qsaWJQvmhg0x16xJzNKlL7Q/NXn33XcBWLNmDbIs07GjiWHDDOTI8XRKvfm994j76itktRrUamRZ5uLFi0ybNo2OHTs6K5U/icFg4M8/TUAL9Forny+timbHDvtGlSrVK4e/DDqdjg4dOgD2gneNGjUie/bsqWxVyiDmaOUjNFY+QmNlI/R1xZ1ItgUYJMtyEaAy8JEkSUWBocBOWZZDgJ0J/ydhW1ugGNAImC5JUtoPETwHOZnXUArSHkJjZePQd8eOHVgsFqpUqcKSJVnYv9/eT3rixDgkCaRbt/Bv0gT/pk0f90p2g9GjR+Pn58emTZvYuXMnkgSDB9sbbv/wgxfh4a6RcOnhQ7x++OGZ64vdxZ4q7oevbxZMJonCha0QEEDc5MnErFyZ4j2wX5Zq1aqRMWNGrl69SmhoqPNzsxmmT9dz7pzq8RJ2SeJh165sHjOGj+7do3Tp0lSpUoX/jRrFpk2b+PLLL51p54k5ffo0Fkt/ALroFpHtfija7dtTYHSewbGWHf4bBc8ciDla+QiNlY/QWNkIfV15oZMty/IdWZZPJvw7GjgPZAeaA/MTdpsPvJvw7+bAElmWjbIsXweuABWT2e4URaQ/KB+hsbJx6OtIFa9SpSVjx9qLW02aFEemTDLqs2cJaNgQ9aVLSBER4Ofn9vmzZs3KZ599BsDw4cMxm83Ur2+hVi0zkZEqvvvO6/HONht+77+P99ixeCekQL8qdic7hnHjdrF/+SUCtPGPN6rS/mogjUZDs2bNAHvKuIPjxzWMHOlDtWqBFCsWSN++PkydGk6pUg1oMuon5s4/xz//VCGz9xjaaWZSzH8XFksHPv74YywW11TzHTsuAB1RYeXz2C+xlC1rzyh4Q8mTJw8jR46ke/fu1KlTJ7XNSTHEHK18hMbKR2isbIS+rrzUtzBJkvIAZYAjQBZZlu+A3REHMifslh34J9FhtxI+e2O5e/duapsg8DD/FY1jYmJo0qQJhQsXTvJP//79Ffkm8u7du1gsFnYkpAmfP9+R2FiJJk1MvP22Gc2+ffg3bmxfx1y5MtGbNyOnS/dS1+jduzcFChTg8uXLzJo1C0mCr7+OQ6WSmTNHz4ULCdOtSkX8qFHIGg1eP/2E/tdfX2lMBoOBIwm9t2tWe4uiIzoQUKMGqgsXXul8qUWLFi0Au5Pt+Nnz95dp185I1qw2wsJULFmiZ/To/EREnAfuAUeBpdyL/4L5lh6cja7NaG04EadOMT2hN7mDNWvyADpasYJ86cOJnTsX9PqUHGKyM3DgQMaPH4/qDXiRklz8V+bo/zJCY+UjNFY2Ql9X3C5JKkmSH7AS6C/LcpT07EJASW146lv7vXv3+OCDD9BoNFitVt577z0++ugjwsLC8PX1Ra1WExUVRaZMmQgPD0eWZTJlysTdu3fxS4gwxcTEkCVLFu7fv48kSQQFBXH//n0CAgKwWq3ExsaSNWtWwsLC0Gq1BAYG8uDBAwIDAzGZTMTHxzu363Q6/P39efjwIenTpyc+Ph6DwUDWrFmJj4/n7t27eHt7ExERQYYMGYiOjsZkMjmP9/b2RqfTERkZScaMGYmMjMRsNju3p7UxhYWF4eXlJcaUMCa9Xs+NGzcUNaakdFq2bBmHDh165nO+YMEC8uTJQ6tWrd6YMbmjk8FgYMOGDTx69IhcuQpz/nwAWq1Mz55XkJb+ge8nnyCZzcQ1bszl0aMJkCRM9+699JhGjBhBt27d+O6776hevToBAQF07FiQBQt8GDpUzbx54fYxVaxI5JdfkmPECLyHDiVMq8XapEmSY/L19eXEiRN4edmj4fHx8QQFBXH48GHi45uTL18UvrNmoTlxAnOWLNywWMhsNL4xOoWEhJAxY0Zu3rzJ5s2bKVmyJPnyBTF48DX+978ALlxQs3x5JPPn3wZq4u+vJXdumcyZ48ibVyLvvSMU3DyH983rGQH8/NVXzJfqUq2xH1ptEDev1QNgMN9z/X//w6zT4R0VJea9N2xMZrOZGzduKGpMStTpdcak1Wq5deuWosakRJ1eZ0zx8fEY36DfT/9VnV51TCqVirt37ypqTC/S6XlI7kStJEnSAhuArbIsT0j47CJQS5blO5IkBQN7ZFkuJEnSMABZlscm7LcVGCPLsss3+0OHDsmFCxd+4bXTAg8fPiRDGuovK0h+/gsaR0dHU6ZMGcLDw5k/fz4VK7qu4li06Dj/+99gfHwi2bt3L/nz508lS5Ofhw8fMmnSJKZNm0a/fv0YOfIrTpzQUN22F/933gHA0LMn8d9889pVptu1a8fWrVvp0KEDU6ZM4cEDiXLlAomOlli6NJr69R+nM3t9/z3e48Yhe3sTvXYtYblzExoaSmhoKH/99RdnzpzhypUrz8guyADcRJK8uK4rTG7jZaKXLMHyBvZMHjp0KDNnzqRv3758nUTl8A8++IDVq1fTvfsHjB//w1PbpVu3UH3xBX6rV3OYKlRjP+XzPWDUd/8y5f2bSOhZ89kODMOHp8RwBB7gvzBH/9cRGisfobGy+S/qe/LkyRN169Ytn9Q2d6qLS8Bs4LzDwU5gHeCowNIFWJvo87aSJOklScoLhGDP7XtjiYmJSW0TBB7mv6Dx7NmzCQ8Pp2LFijRt2pQsWbKQJUsW/P2z8NNPefj66w5I0k3i4n6hU6fxmM3m1DY5SUJDQ9m5c+dLHRMTE+PSukungypVLFiqVMHUsiVxY8YQP3ZssrRx+uabb9DpdCxcuJATJ06QMaPM55/b10qPGuVD4ttq+PxzjB07IsXHo2nRgtqFCtGqVSu+/PJLVq9ezeXLl1Gr1RQoEELBgnXJmbM/GTP+iq/vYVSq64AP9fwOktt4GWObNm+kgw2PU8bXrFmD7YlicOfPn2fNmjXodDoGDOif5PFyjhxcGz2asI0bOabxJge3yJjuNGERx4inOf2z9sQwZIinhyHwIP+FOfq/jtBY+QiNlY3Q1xV30sXfAjoBoZIknU74bDgwDlgmSdIHwE3gfQBZls9KkrQMOIe9MvlHsixbk9vwlCTLG9TiRfBqKF3j6Ohopk6dCsCQIUNwLPc4fFjNxx/7cvWqGrVaBtRYrZ24cKETlSpdYvz4YGrXtjyvTXSKcurUKRo3bozRaOTHH3+kW7dubh0XHR3NlSv/oNdPIF+OMkgPHyJnyAAqFbEzZz63D/bLki9fPvr06cPkyZMZOnQoW7dupUcPI3Pn6rl0Sc38+Xo+/NBo31mSiPvxR2w3b/LL4cPcASpVqkSpUqUICSlLbGw1zpzJx759eu7effqdaIGM4Ux40Btb5szEf/ttso0hpalQoQLZs2fn9u3bHD16lMqVKzu3/fDDD8iyTOfOnZ/bripLlix45c5N5gUf4tu+OLvPqbEsr8B+4OCHnan8BvTBFjwbpc/RAqHxfwGhsbIR+rriTnXx/bIsS7Isl5RluXTCn02yLD+UZbmuLMshCX+HJzrmG1mW88uyXEiW5c2eHYLnuX//fmqbIPAwStf4119/JTw8nEqVKlGrVi3i4mD4cG+aNPHn6lU1RYpY2bYtmhMnomjW7BoQw99/F6RVK39aFLqN94CBEBeXqmO4d+8enTp1wmi0O6iff/45W7ZscevYNWvWAAMwGgfQs8Y9/N5/HxxvXD3wBmHgwIFkzZqVEydOsHz5cvR6+OorezR77FgvHj1KdE2tlu+qVWOQycRb1aqxceNmbm39iBGDuzFmTDFWrPDm7l0V6dLZqF3LyKBPo1m4MIbzey9zKT4XxTlL3PjxyOnTJ/s4UgqVSuXSM9vBuXPnWLt2LTqdjk8//fS553A8w40aNaLE+40wGB6xPaFVV4UKFTxityDlUPocLRAa/xcQGisboa8r/53SpK/Bc4q8CRSCkjV+Mopts0k0auTPL794oVLBoEHx7NoVRZli8eS7sZeluSdxNn0pvmUYWblD1Qfr0R48AN7eznNKLyj2kNyYTCa6dOnCv//+S8WKFRk4cCA2m40PP/yQkydPvvD4vXv3kpm11NXvZkzUIFRhYaj+/ddj9vr7+zNq1CgAvv76a+Lj42nc2Ey1amYiIlT88IO9iJksw/ffqxg7vgqgZ8CAAagkGeOdSCyymmrsYxxD+CvfOzzwysHOvd58mftX3n7bTJbiGYidNAnDBx9gbtrUY2NJKRwp42vXrsVqtSc/OaLYXbp0eW4UG1yf4bFjxzpbiajVasqUKeMhqwUphZLnaIEdobHyERorG6GvK8LJdoOgoKDUNkHgYZSs8axZs4iIiKBSpUrUrFkTtRratzdRtKiF7dujGTHCgF4PPgMG4N+8OV5TplA04hqfqr5nCnnIV3oLcePHOyO+qps3CSxUCL82bdDs358iYxgyZAhHjhwhODiY+fPnM2LECNq1a0dcXBzt2rXj77//fuaxERERmE+d4jjn2WGsQ62Qf4jeuhVbwYIetblNmzaUKFGC27dvM2PGDCQJvvkmHkmSuX5dhc1mv6Vz5pgwmZpSqND71KpVCySJb1Zm4+pXs9hV/38M1k+mxLUNqMPugCShcrzgkCTMLVsS/8PThcDeRMqUKUOePHm4e/cuhw4dckax9Xr9C6PY4PoMBwUF8UPCfSlXrpyz+qjgzUXJc7TAjtBY+QiNlY3Q1xXhZLuBSH9QPkrVOCoqimnTpgH2Cs6Ot4w9exrZtSua0qUfl0uIGzsWc926GPr1I3rNGv7ctYuOeomep/9gTWQkZ8+q+d//vFAdPQaAdvt2/Fq2RH3Us3UN586dy/z589Hr9fz+++9kyZKFkSN9UKtnkzfvDO7fr0WzZl9x7dojZNkeHTaZIDYWIu/Es3/or+yyyeQELJUqEb1lC7acOT1qM9hToL/66isAJkyYwIMHDyhRwsq+fVEsWhSLSmWP0JtMXwId+fTTZk59Cr4VRGC/NsQsXcqjy5eJ2raNyNOneXTnDoYBAzxue2ogSZIzZXz16tV8//33AHTp0oVs2bK98Pgnn+FmzZqxceNGfn3FPuSCtIVS52jBY4TGykdorGyEvq641cLLE7xJLbwiIiJI/wavdxS8GKVqPGHCBL7++msqVKhNYOAWhgwxUK5cgmMty2hXrcL8zjug0yV5/IwZMxg2bBiZMuXBar1CeLiaWbNiaFXzDt5ffol+4UJsWbMStWsXctasyW7/wYMHeffdd7FYLPz888+0adMGgOLFA/n336ffEapUMjbb0+lKtdnFyALfUmbvApe095SgTZs2bN++nQ8//NDpODr47bff+PTTTylcuDD79+9Hpfpvv/cMDQ2lZs2a+Pn5ERMTg16v5+TJkwQHB7/wWKU+wwI7Ql/lIzRWPkJjZfNf1Pe1WngJcK4PFCgXJWocFRXlXIudP/90duzQMWCADzYbYDbj078/fj164PP55888R48ePShdujT37/9N/fpb6dzZyNtvm5EzZiRuwgTMb72FKiwMv65d7eHjZOTWrVt07doVi8VC3759adGijXPbpEmxfP99HH37GqhTJ4oA9Rn0RCdysM1AHBCJHw+4gDe62RNS3MEGGDNmDCqVirlz53L58mXn5xaLhcmTJwPY12L/xx1sgOLFi1OgQAFnG5AuXbq45WCDMp9hwWOEvspHaKx8hMbKRujrivhW5waxsbGpbYLAwyhR41mzZvHo0SOqVKnCxImZ6dPHwOzZsaijI/Fr3Rr9b78he3lhrlv3medQqVQMSEhPPnCgFz/8EImPT8JGrZbY2bOxZcuG5uhRvBMKfSUHt2/fpk2bNjx48IBatWoREjKOOnX8CQuzO9H16lnoWf0vxnuPZNvVkkRaSxBPAGY03EYi2CuA8uVr0q3bAL6a8BvTV9+lWAnPp4gnRZEiRejUqRNWq5Uvv/zS+fnatWu5du0aefLkcRb9+q+TOGXcy8vLrbXYDpT4DAseI/RVPkJj5SM0VjZCX1fc6ZP9nyerB9JgBWmLtKLxgwcP6Ny5M82aNaN3796vfJ4dO3a4VBTX6yW++V8s2vXr8W7/NeqrV7FlzkzMwoVYy5V77rmaNGlCwYIFuXTpEsuXL6d9+/bExMDGjTratMlMzPz5+HXtirlZs1e2NzGnT5+mffv2hIWFERISwi+/zOa997w5d07Drl1a2rc3odm9G/+WLZ3H2IKDCatTh2P585P17bf5q0AB1In6IjvafqUWQ4cOZcWKFWzatIkDBw5QpUoVJkyYLpA8JwAALhZJREFUAMCnn36KRiOmYgedO3dm7dq1dOjQwe0oNqSdZ1jgGYS+ykdorHyExspG6OuKiGS7QVhYWGqbIPAwaUXjBQsWcPjwYUaMGMGhQ4de+viLFy/SunVrWrduTWRkMJkz76FEiRpgNOJfuzZ+3bqhvnoVa5EiRG/f/kIHG1yj2ZMmTcJotNKokT99+viybp0Wa7lyRB4/juWtt17a3ifZtGkTTZs2JSwsjLfeeostW7aQOXN61q6NYfLkWNq3t6ekW6pUwZorF8aOHYlet47I0FC8p0yhRv/+FCxUyMXBhtTXN0uWLHzyyScAjB49mi1btnD+/HmCg4Np27ZtqtqW1siRIwdHjhxx3i93SW2NBZ5F6Kt8hMbKR2isbIS+rggn2w20Wm1qmyDwMGlBY1mWWbRokfPfvXv3Jioqyq1jw8PDGTJkCNWqVWPHjh14ezclffoD3LtXkx9/9Aa9HmvRotiyZSN2/Hiidu16qQrbLVu2JFeuXFy5coVNm9bRubPd2e3f34e7dyXQ6537anbvRnrJCpOyLDN9+nQ6derkbMs1efJq0qWzF9DIkEGma9FDSJGR9gO8vIg6eZK4n37CUq0avGA9c1rQt2/fvgQHB3Pq1Cn69esHQL9+/dAnuneCVyctaCzwHEJf5SM0Vj5CY2Uj9HVFONluEBgYmNomCDxMWtD4yJEjXLt2jaxZs1KmTBn++ecfhg4d+txjbDYbM2bMoFy5csyaNQubrTJZs54jPn49ERFBlMoTwbBh8QDEf/MNkSdOYOre3cUpdgeNRuNcHztx4kQ+/NBA3bpmHj1SMXSoj3M/3bJl+LVqhV/HjkgPHrh1bovFwmeffcbIkSORZZnhw0dQpcpMatTIyODB3thsoD5zBv8WLfBr0gTJ0Sf6JQqFpQV9fX19GT58OACPHj0iQ4YMdO7cOZWtUg5pQWOB5xD6Kh+hsfIRGisboa8rwsl2gwduOguC1MdsNrNr1y42b9781J99+/Y9s/JhWtB48eLFgL3l0y+//IK3tzdLlixh9erVSe4fHx9Pjx49GDZsGJGR+QgKOoQs7ycsrAjpiOBbhrG70If4+tr3l4OCXtq5Tky7du3ImjUrZ86cYceO7UyYEIevr8zatTo2bbK/vTTXqIGcNSuaY8cIqF0b9YkTzzyfLMvs27ePd955h7lz56LX6/npp3lcujSKTz7xIy5OIi5Ogr9v4te6NVJMDLaCBZFfYRJPC/oCtG3blmLFigHQq1cvfB3iCF6btKKxwDMIfZWP0Fj5CI2VjdDXFdEn2w0ePXpEunTpUtsMgRt8/fXXzoJSSdG0aVPmzp371Jrd1NY4NjaWIkWKEBMTw+HDhylYsCBz585l0KBBpEuXjn379pE9e3bn/vfv36djx44cO2ZDrR6F1docAD8phgHyBAZIk/D+uBPxQ4Yka9uqqVOnMnr0aCpUqMCWLVuYOdOLYcN8CA62cehQJAEBIN2+jV+3bmiOH0fW6YgbNw5Tly4g2SuD22w2tmzZwsSJEzmR4IRnzJiRUaPWMmlSJa5fV+PrK/PDD3G0axCG/9tvo758GXO1asQsX/5KLwpSW9/EXL9+nY0bN9KjRw+RKp6MpCWNBcmP0Ff5CI2Vj9BY2fwX9RV9sl8TUzL3/xV4hgcPHjBjxgwA6tevT6NGjVz++Pv7s2HDBkYl0WoqtTXeuHEjMTExlC9fnoIFCwLQtWtXGjRowKNHj+jXrx82mw2A8+cvUL361xw7NhY4jtXaHC+1iYH8yDU5L1+E/I5661Lix4xJ9r7QXbt2JX369Bw7dowDBw7w4YdGype3cOeOii+/tKeNy9mzE71+PYYPPkAymfAdOBCfTz7BEh3N8uXLqVatGh07duTEiRMEBQUxbNhwevW6wGefVeH6dTXFi1vYtSuKts0e4de2LerLl7EUK0bM77+/ciQ+tfVNTN68ecVabA+QljQWJD9CX+UjNFY+QmNlI/R1RfSNcYP4+PjUNkHgBlOnTiU2NpYGDRqwZMmSp7bv27ePVq1a8csvv5AzZ0769Onj3JbaGjtSxdu3b+/8TJIkfvrpJ6pVq8bevXv55ZdfKFq0KJ06fUts7DEAfH2tdGsXzZBV1cn+6BzGjz8masgQ8PLyiJ1+fn706tWLcePG8eOPP7J6dTUmT46lVq0A5s7V06qViSpVLKDXE//DD1jLlcNn4EA0u3fTvlkzdvz5JwDBwcF89NEnBAd/yJw5gRw4YE8379nTwJgx8Xh5gV/LTmiOH8eaIwcxy5ZBQMAr253a+go8j9BY2Qh9lY/QWPkIjZWN0NcVkS7uBkajUUSd0jj379+nTJkyxMXFsWPHDsqWLZvkfrNmbWLIEAuwn3nzqtEsobdzamr8zz//ULp0afR6PadOXWDhwswMHGhwbn/rLRPnz0eh1dZAlh9gsVjIm30rbTuUo2cfNYGBMppdu5ADA91qyfW6PHr0iJIlSxITE8P27dspV64c48Z58f333hQoYOWPP6JcfHx1aCgb16yh/cSJZMmShS9b9ibsUnVmn63GP3fs9zxdOhtTv39A4yYWZ/Tde+RIdEuXEr1xI7aE6P6rIp5h5SM0VjZCX+UjNFY+QmNl81/UV6SLvyai71vaZ+rUqcTFxdGwYUMXBzsyUmLbtscJGzlyNAe6AK3p3bs3f27YgNc33xCxaCVYLClvOLBkyRJkWaZJkybMn5+Zn3/Wk7g+W1RUJiAEs1mHxWJhZpMmXLF2YZT8HYGB9pdkljp1UsTBBkiXLh3du3cH4McffwRgwAADBQtauXJFzY8/ukbRYwoUYFBCZsHXX3/N0V11GbOjLv/c0ZNfe5NxNddxrml/2g/Ih27pUudxhv79iTp69LUdbBDP8H8BobGyEfoqH6Gx8hEaKxuhryvCyXYDnU6X2iYInsP9+/eZPXs2AIMHD3Z+fuaMmjp1/OnUyY+jR+2FzkqUsDB+fCy1al3EajCQp0s3Zv5opuGgdzAUq4P3mDGoLl1KMdtlWXamijdo0I2ffvLi4UMVf/31uDDbihXR7N0bxued63O1XDl6bNyIKiwMzYED8Ixq6Z6mb9++eHt7s2XLFrZu3YpeDz/9FIskyUye7MXZs3b7167VUrGizJ07rSlevDgtWrSge+dYGmc5xiavFlwy52HI3uYE/z4FKTYWzV9/Oa8hZ8yInD59stgrnmHlIzRWNkJf5SM0Vj5CY2Uj9HVFONlu4O/vn9omCJ7DlClTnFHsMmXKALBokY4GDfy5fl1N4cJWMmWyR3xz5JDp3t3EsmVtqNOwIUNlG4ukZvxDLnrcH4v+p58IrFwZ/wYN0Bw65HHbDx8+zN9//022bNnYvbsucXESTZuaKFPmsfNcKHcc5XfPYNya5eQ7cQLZ15e4ceOIWbsWnqiSnlJkzpzZ2fN54MCBREZGUrGilQ8/NFKypBW12n6/w8MN3L6dHajFyJEjUalUFO1did/PF6Dy9Z+JXb4MQ48eGHr1InL/fuKeUxn+dRDPsPIRGisboa/yERorH6GxshH6uiKcbDd4+PBhapsgeAb37t1zRrGHDBmC0Qj9+/vQr58vBoNEhw5GtmyJJm9ee2VuoqLQ7N2LRqPh119/5VKZ0hyVu6DVxrCRpkyvNBvZz8/efioF1pUsXLgQgNq1B7F0qR6tVmbMmMeFI6T79wmoWBGfMWNQRUVhrl+fyEOHMPbsmWoOtoPevXtTvnx57ty5w8iRIwEYMyaerVujKVzYfr+vX58O1Kd8+Z+oX7++6wn0eix16xL/3XfEjx2LrWhRj9kqnmHlIzRWNkJf5SM0Vj5CY2Uj9HVFONlukD6ZUlYFyc+UKVOIj4+nUaNGlC5dmqFDfViwQI9eLzN5cixTpsQ5u1ipLlwgoF49e1uoP//E19c3oeXXbWTZXml8cGg3Tm66RMy8eVgTouKeIiYmhrVr1wJw/vyHyLJEz55G8uWzOfeRM2XCFhKCpXhxolesIGbpUuQcOTxql7uo1WqmTJmCXq9n4cKF7Ny5E2/vx77/gwcPmDfvB2AHX375GVJCn+zUQDzDykdorGyEvspHaKx8hMbKRujrinCy3UCUpE+b3Lt3jzlz5gD2KPaePRrmz9ej08msXx9Np06P+/Vp168noH591FeuYM2fHzkhpaVAgQLUqVMHi+V3SpQIJS5OovfATMQ3bgYJTqFm1y7UJ08mu/0bNmwgNjaWkJDBnDwZQFCQjc963sOvdWvUidYmx86aRfTu3Vjq1El2G16XQoUKMWTIEAD69+9PVFSUc9vEiROJiYmhXr16VKlSJbVMBMQz/F9AaKxshL7KR2isfITGykbo64pwst3AYDC8eCdBivPTTz8RHx/P22+/Tb58pfj0Ux8ABg82UL58wppmWcZr/Hj8unRBio3F2KoV0Vu3YsuXz3meHj16ABAR0YFs2awcP65h0iR7hWzN9u34vf8+vt27Iz16lKz2L1q0CNASETEMgKFDDQSPH4l2xw68fvjBuZ8cFJTqqeHPo1+/fpQuXZrbt2/z5ZdfAnDr1i3nCxBHKnlqIp5h5SM0VjZCX+UjNFY+QmNlI/R1RTjZbpA1a9bUNkHwBHfv3mXu3LmAPYr95Zfe/POPmtKlLXzyScJDHh+Pb8+eeH/7LbIkETdmDHEzZoCvr8u56tWrR65cubh1K5Ru3f4A4PvvvTh1So2lRg2spUujvnkTn379IBn6yhuNRubNm8f+/fvRaAbw4EE6QkKsfJB7K/rffkPW6YgfNuy1r5NSaDQapk6dilarZe7cuezbt48ffvgBo9FIixYtKFmyZGqbKJ7h/wBCY2Uj9FU+QmPlIzRWNkJfV4ST7QZpqe/b4sWLad26dZJ/Ro4c+Z9J1Zg+fTrx8fE0btyYR4/KMmeOF1qtzNSpsWgS2mKrbt5Eu3Ursp8fsYsWYfzkE2cKeGLUajUtW7YE4NChr+nd24DFItG7ty9xVj2xc+ZgCwhAt2kT+p9/fmWbY2JimDZtGmXLlmXgwIFABlSqLwD4evhDAj/7FADDkCEeLQLmCYoWLZowJujTpw+LFi1CrVYzLI28LEhLz7DAMwiNlY3QV/kIjZWP0FjZCH1d0aS2AW8CXl5eqW0CAKtWreKjjz565vYdO3Y403RVKuW+P4mJiWH+/PkA9O79Gf362dPEP//cQNGij4uG2QoVImbOHGzZsr3QaW3dujU///wzu3btYsyYM+zeXYaLF9WMHevN//6Xm7ipU/Hr3BnvMWOwVKyItXx5t+2NiIhg5syZzJw5k4iICMDulGbJsozdu32oVcvMO/tHoP7nHyylS2P4+OOXvSVpggEDBrBhwwbOnj0LQKdOnShQoEAqW2UnrTzDAs8hNFY2Ql/lIzRWPkJjZSP0dUW5nlgy4u0oT52KhIaG8nGC8zVo0CCWLl3q/DNr1mpatDiGVjuLdesMjBw5JnWN9TBLliwhKiqKihUrUrp0aerWtVCqlIVPP4lH99tv6JYsce5rqVfPrahwcHAwrVq1AmDRotn8/HMskiQzY4aeK1dUmJs2xdC7N5LFYl+fneAsP487d+4watQoSpYsyXfffUdERAQVKlRg8eLF7Nixj5Mni6BSyYxteRDv2b8ia7XETZmCMxT/hqHT6Zg6dSpqtRovLy8+//zz1DbJSVp4hgWeRWisbIS+ykdorHyExspG6OvKm/ltPoWJiIggICAg1a7/4MEDOnToQHx8PO3bt2f48OFIksT16yqmT9ezaJGe+HgJKA98yC+/3OXPP6/y5ZcFKVfSgGQygp9fqtmfnNhstoS2W/Y+zX5+8OOPcRhu3CNdl0/Rbd2KrNViKV8e20tEUSMiIvjwww/5/fffWbRoEcOHD6dDBz2//65nyxYt/foZiR8zBs3Ro6hekA5z/fp1fvrpJxYvXozJZK9wXqdOHQYMGECVKlVRqewp659/buDff1WUUJ9D9vbG8MknWIsVe8U7kzYoVaoUGzduRKvVkiONtBqD1H+GBZ5HaKxshL7KR2isfITGykbo64pwst0gQ4YMqXZts9lMt27duHXrFuXKlePHH3/kxAkNU6Z4sWGDFlm2O2z165spWdLCb78ZuXcvC4cOZaFBA8ifRWLHvUpkrxeCsX17zI0agV6fauM5evQoCxYsoEuXLlSoUOGlj9++fTtXr14lW7YC1K7dFADtunUEDhyIKjwcW2AgcT/8gC1//pc6b4YMGcidOzeVKlXiyJEjrFixghEjutGunYkqVSz2nXQ6YubNQ3X7NrKjF6DZbK/8rVJx7tw5Jk6cyOrVq7HZbEiSRLNmzejfvz+ZM5fhiy98CA210Lu3EYDevY1IEpiktlgqV8aWLdtL34+0SMWKFVPbhKdIzWdYkDIIjZWN0Ff5CI2Vj9BY2Qh9XRHp4m4QHR2datceMWIEBw4cIGvWrCxYsIADB3xp0CCA9et1aDTQvr2RAwciWbo0hlEtTvJ32zH8WrQLMBG4wyOzhhz6+2i3b8evWzcCixbFe+hQ1KGhKT6We/fu0bFjRxYtWkTDhg3p2bMnt27deqlz/PLLL4COgID11KmVjjOtf8Sva1dU4eGYa9Ykav9+zK1aJVng7Hk4NP7www8BmDVrFpkz2x472AnIOXJgrVTJ+X/vr77Cr2VLTq5fT82aNVm5ciUqlYr27dtz6NAh5s2bR+nSpQkN1bBypY5Jk7ww2n1sVJLsNNOWJw/odC9ls8B9UvMZFqQMQmNlI/RVPkJj5SM0VjZCX1eEk+0GjpTflGbBggX8+uuv6HQ6FixYQHBwMHXqWBg6NJ5PPzVw+nQkUydFUfL8Cvzr1SOwWjW8f5pM92vL6Nn2KJADi7U6Z9avIe7bbzEXLYYqIgKvmTMJqFkT//r1ke7cSZGxyLLMJ598woMHD8ifPz96vZ4VK1ZQqVIlxo4dS2xs7AvPce7cOfbu3YuPT3p8fPLw6F8D6XesQfb2Ju6774hZuRI5e/ZXss+h8TvvvMP/27vP8CirtIHj/zu9kWboQYnSQhEUBFZFcSML7iIgSLEsIkVRpAkr5UVQUEBA1r0UUVBeQCm6wmY1i4a2iiwQkbwLFlS4LBBMDDWNhCQz5/0wIySYQCBlyMn9+0LmmUnmPPlfE+bM0+rWrcv+/fvZsWPH2fuTkrz54APfYt8jGRn4/f3v+H7yCTcNH04vh4PevXuTnJzMiy++wqFD544F/8MfCnj66VwSE7Pw9wev776j1h/+gN/KlRVyWTB1YZ56Dauqo43tpn3tp43tp43tpn2L00l2GXjium9JSUlnTxw1efJSatU6twvuU0/lMePJdBrHv0po+/aEDB+OT3IyzvBwzgwZQva6dTz30kt06xZHRsYe+j7yCCn97qd/0z3MfuwAeSNG4AwLw0RGYsLDq2R9VqxYwcaNGwkLCyM+Pp6kpCT69OlDbm4u8+fPp2PHjqxduxZzgQnn4sWLCQAeeKAX69fn8q+VP9G8SySZH3/MmREjoBxnVP+1sZ+fH4MHDwZcW7MB9uzx5q67Qhk/PohTp85tITdhYWRu20bWrbcSWlDAemDlj0fYNvUHbmoXxMCBIXz9tWtMIjD+8QyafP53Qu6+m7DOnfHZs4eARYtA/yhVOr12o/20sd20r/20sf20sd20b3FyoUlNZdq5c6dp0aKFR577Uv30009cc801VfZ86enpdO3albS0NPr3n86//z0Df3/YuDGT+vVdvby++46wzp0BcFx3HXmjRpE/cCAUObNfdnY2PXv2ZN++ffTosZCPPhpPaKiTzz/PpLbPSUxQUJXsonzgwAG6du1Kbm4ub775Jvfcc8/Z+7Zs+ZwJE3Zw6FAUUJ+bbz7GmjV9qVXLu9jPSP1kN3P7buUhs4Cwz3ZyXQVfGqpo49TUVNq2bYsxhr1791K/fgMGDgyhXbtCxo7NIzi4+PfOmT2brAUv0V4eZI6Zxve4jgePbVHAX1/KpVODnwhYuhS/1avxOn4cABMcTH7fvuT+5S+YK+gEYbaq6tewqnra2G7a137a2H7a2G41sW9ycvKeuLi4Eq/rqyc+K4NLOSX9+++/z+HDh7njjjuIjY1FLvHYYIfDwaOPPkpaWho333wz8+ePYsC9hdQ6nU6dWTNh0VwQwdmsGbkTJuC48UYKuncvcStuSEgIr776KrfffjuJiRMYP74Hffo0JCrKYAg/98C8PAJfeIHc8eOhgs8KWFBQwMiRI8nNzWXAgAG0adOPVat8eOAB19bbVq1u4tChbmcfv2MHNGmSw5//LAx5IJe2hXsoeOsfPP72AD5hLqFSn+dFcJb2hJepaOP69evTs2dP4uPjWbp0KTNmzOCdd7JLPMz72DEHr70eThbfg2kEQLNaR5jWZj1/fP9BvLzAK+kIAS+/DEBh69acGTKE/HvvrfDftSqdXlbCftrYbtrXftrYftrYbtq3ON2SXQanTp0ivAy7VScmJnLfffedvd2wYUPi4uK48847ue2228p0Wvt58+Yxd+48IiOuY/fiWTTYuJHT722mVubP+FJIZmIijks8K/eMGTN4+eWXuf7669m8eTM+7uswZ2QIYWGGoLFj8X/rLQo7dSLrvff4zabacpg9ezYLFiwgOjqaNWt20a9ffcLDDbt2ZZ59zLhxQVx7rYP09IO89loeTue5XeM7sQsnXuymI2H8zILnd9HvsTsqbHy/Or/xnj176NatGwEBAezevZuGRY71zs2Fn3/24vXX/Vm50of8fNfvs1kzB+PG5XHvvfnFL3VtDAHPP09B9+44OnS45JOyqfIr62tYVV/a2G7a137a2H7a2G41se+FtmTrMdllkJGRcdHHpKSk8PjjjwNw6623Urt2bY4cOcLKlSsZPHgwTZo0YfDgwRw9erTUn7Ft2zYWzt3NVeyh9en/JWbQIAKWLSMy8xDSrjWn583D2azZJY//qaeeIjo6mn379p09znj1aj9uuCGUb7/1Im/CBJwNGuCTlETIgw9CXt4lP0dJkpKSWLhwISLCa6+9xtVXBxEb6yAy0nnuXF8OB6/8MZ6/MJ/nnmtEYmImtUJuYTgvE8YpkujMbjriw2FqNxlO35FdK2Rs5zu/cfv27enTpw95eXnMnj377PJ163xp2DCCm24K4403AtwT7I0MHryGHTsyGTTovAk2gAh506a5PhzRCbZHlOU1rKo3bWw37Ws/bWw/bWw37VucTrLLICoq6oL3FxQUMGzYME6ePEm3bt2Ij49n//79bN26lalTp9KpUyecTicJCXF06LCGt9/+Eud5+ztv336SAQOCyWczx2nHD2cakRoRS97IkWR++ilZW7dyZvhwTFjYJY8/ODiYefPmATBnzhxSUo6webMvp055MXRoCNlRV5MVH4+zTh18P/mE4CFDoAxn+76QrKwsHnvsMZxOJ2PHjuXmm2+mVi1Yuzabd9/NxistlYD58wm94QZqDRpE4HPPIenptG/fng8/msfPETPwoQHXXjuTiIh3KeR2xo794yXvfl9WJTWePn06vr6+rF27ln379gGQmup6yfj7G3r3Pg60wd+/FzNmdCrPeddUJbvYa1hVf9rYbtrXftrYftrYbtq3OJ0WlMHFPpmZOXMmu3fvpkGDBixevBgvLy+8vLxo164dEydO5MMPP2Tbti+A0WRlzWDMmC5c3ciP4b1Ps/qh7Uxq8W969bqG/Pw78fbOYcYft7Pn1a0Efr2V3NmzcbRqVe516NGjBz179iQ7O5upU6fwt7/l0KSJg/37vZk6NQhnkyZkrV+PMzISv40bCf397/Heu/eynquwsJBRo0bx448/0rp1RwICZp09gXbgD99Q9/HBhF1/PYFz5uCdkoIjJobcadPA3x+Ali1b8kxiIgENI/n++xmcPDmQqKgs+vXrV+7fQ2lKaty4cWNGjBiBMYbp06djjGHUqDPEx2exd28GjRvPAr6kT58+REREVNrYVPnpp6v208Z2077208b208Z2077F6SS7DAoKCkq978MPP2TRokX4+Pjw5ptvEhkZWeLjGtcJ440/b+JP4f+gLoc5nRvM+k8b8sQHd7M0vS+CITBwGR9/fISxb7fCZ1Dvs5POijJ79mxCQkJISEhgx45Eli3Lwd/fsHKlP+vW+eJs2ZKsDz7A0aIF3gcO4PfOO5f8HE6nk9GjR5OQkECtWpGEhX3E3LkhPPlkEHLkCKHdu+OXkAAi5N99N1nr15O5ezdnxowptpW+SZMmbNiwgZiYGACGDh1KQEBAhf0uzlda4wkTJhAeHs62bdvYvHkzInDbbYWEh59h1apVAAwZMqTSxqUqxoVew8oO2thu2td+2th+2thu2rc4nWSXQWnXfTt8+DCjRo0C4Omnn6ZTp06l/oygIBi6uicJp/qSytV8RTMm8zgdvOO5hrfwpQ2rV0fSqlXtSlkHgOjoaCZPngy4jtOOiclkzpzTAIwfH8zBg144Y2PJ3LKF3GnTyJ0+/dw3l+EEecYYJk6cyDvvvENQUAidOu3jP/+JICLCyejReZiGDTnz4IPk9+pFxhdfkLNiBYVdu5Z6fetGjRqRmJjIK6+8wvjx48u9/hdSWuOIiAgmTpwIuHYfLywsBCAhIYFjx47RsmVLOnbsWOL3qiuHXrvRftrYbtrXftrYftrYbtq3OJ1kl0FaWtpvluXn5/Pwww9z6tQpevTowRNPPHHhHxIUxJnHH+f0zJlk/+tfOHauZOONSXzuuIefGMz4Sb25/fbbK2kNznnkkUdo06YNhw8fZsGCBTz0UD733JNPdrYwdGiw65xngYHkPfkkuLccS0YGte64A9/4+FIn28YYpk2bxvLly/Hza0GbNt+xeXNDgoMN7y45QvPmroPQc2fNImfZMkzdumUab1RUFPfffz/+FbxV/3wlNf7VsGHDaNy4Md9++y1vv/02AMuXLwfg4YcfrrTjxFXFuVBfZQdtbDftaz9tbD9tbDftW5xOsssg+LxLWhUUFDB16lSSk5OJjo5m0aJFZZpo5T77LGeeeILC3/2O6ObN2bBhA5MmTWLMmDFnt5ZWNh8fn7Nn/F60aBFffLGPv/41h5gYB19+6cO0ab+9xp3fW2/hs28fIUOHYrp0QbZs+c1ke/bs2SxevBovrwU4nV+SlFSfoEDD2s7zueMvtyG/nlXdy6vULdeedH7jovz9/Znu3qo/d+5ckpOT2b59O0FBQfTv37+qhqjK4UJ9lR20sd20r/20sf20sd20b3FX3mznCuTt7X32602bNnHrrbeybNmys8dhX+5Jr/z8/Jg0aRLPPPNMseeobO3bt2fEiBEUFhbyyCOP4Ouby7JlOfj5GZYtCyA+3hdjzs2jf+rXjyeCYviMJvh//SPh/fuT2rQp255+mtSff+bFF//Giy+eBg7gdE6gsNCbQT2P82X7++m5ZRJeaWl4f/11la3f5bjY779379506NCB9PR0Bg0aBEC/fv3KdO1z5XlV+fpSnqGN7aZ97aeN7aeN7aZ9i9NJdhlkZmbyzTff0L9/fwYOHMiBAweIiYlhzZo13HTTTZ4e3mWZPn06TZs25bvvvuPZZ5+lbVsHs2blAjBsWDC1a4fz3/96uybijz7KotOT6MQBBgZO4BjQ8sQJQhd9xf2tv+H55wcCrwK16RK8h8/8b2VNQhQx29fivOoqsv75TwqrYFf48sjMzLzg/SLCzJkzATh27Bjg2lVcVQ8X66uqP21sN+1rP21sP21sN+1bnE6yL+L48eO89NJLdOnShS1bthAaGsrMmTPZsWMHcXFxnh7eZQsKCmLJkiX4+PiwZMkSNm/ezPDhZ7j33jMYIzidQm6u8MILL7B9+3aCg0/QqFE+fV95iiOffsond93FZ17t2Es/IJaoqFOs7bGET3I6cNOZ/+CsV4/87t3J+ugjHNXgg4jatS9+wrnOnTtz9913A3DDDTfQrl27Sh6Vqihl6auqN21sN+1rP21sP21sN+1bnI+nB3Al27dvH7179yYjIwMvLy+GDh3K5MmTrbnYetu2bZkyZQqzZs1i9OjRbN++nSVLYOHC0/j7w6efbmXhwoV4eXmxenUrunTJcX9nK65etYqw/XlEfHGCnNM53HdfCIE/tSVrzAaczZtjqtl1o0+cOEFQUNBFHzdnzhz8/PwYPnx4FYxKVZSy9lXVlza2m/a1nza2nza2m/YtTifZFxAbG0udOnWIjY1lwYIFtGzZ0tNDqnBjxoxh06ZN7Nq1i/Hjx7NixQpCQoTU1FRGjhyJMYbJkyfTpUuX33zvNbEBXBMLEAKAs1mzqh18BTJluEQZQIMGDVi6dGklj0ZVtLL2VdWXNrab9rWfNrafNrab9i1Odxe/AF9fXzZs2MC6deusnGCD6yQFr732GiEhISQkJLB69WoKCwsZMWIEx44do2vXrjz55JOeHmal011c7KZ97aeN7aZ97aeN7aeN7aZ9i9NJ9kVcddVVpKene3oYlerqq69m/vz5AEyZMoVx48axY8cO6tWrx+uvv14jzhb4yy+/eHoIqhJpX/tpY7tpX/tpY/tpY7tp3+IuOskWkWUiki4iXxZZFikim0TkgPvfiCL3TRGRgyLyrYh0r6yBV6WQkBBPD6HSDRgwgD59+pCdnc3q1avx8vJi6dKlNeZTqZrQuCbTvvbTxnbTvvbTxvbTxnbTvsWVZUv2cqDHecsmA1uMMU2BLe7biEhLYBDQyv09r4qI/ZtBLSAivPjii9SvXx+AqVOncsstt3h4VEoppZRSSilVvVx0km2M2QacOG9xb2CF++sVQJ8iy9caY84YY34ADgIdK2aonpOdne3pIVSJiIgIEhMTeeuttxg3bpynh1Olakrjmkr72k8b20372k8b208b2037Fne5Zxeva4xJBTDGpIpIHffyhsCuIo9LcS+r1urWrevpIVSZ6OhooqOjPT2MKleTGtdE2td+2thu2td+2th+2thu2re4ir6El5SwrMTzuaenpzNs2DB8fHxwOBz07duXUaNGkZaWRnBwMN7e3mRmZlK7dm1OnDiBMYbatWvzyy+/nN3nPzs7m7p163L06FFEhMjISI4ePUpoaCgOh4OcnBzq1atHWloavr6+hIWFcezYMcLCwsjPzyc3N/fs/X5+ftSqVYvjx48TERFBbm4ueXl51KtXjwMHDlCnTh0CAwM5efIkV111FVlZWeTn55/9/sDAQPz8/MjIyCAqKoqMjAwKCgrO3n+lrVNaWhoBAQG6Tu51cjqdeHl5WbVONna63HU6ePAg4eHhVq2TjZ3Ks06/voZtWicbO13uOh06dIjg4GCr1snGTuVZJ4fDgZ+fn1XrZGOn8qxTamoqzZo1s2qdbOx0ueuUn59PaGioVet0sU4XnBSX5ZpmItIYSDDGtHbf/hbo6t6KXR/42BjTXESmABhj5rgflwg8Y4zZef7P3Llzp2nRosVFn/tKkJKSUiO37tYk2thu2td+2thu2td+2th+2thuNbFvcnLynri4uA4l3Xe5l/B6H3jI/fVDwD+LLB8kIv4iEgM0BT67zOe4YkRGRnp6CKqSaWO7aV/7aWO7aV/7aWP7aWO7ad/iynIJrzXATqC5iKSIyDBgLtBNRA4A3dy3McZ8BbwLfA18BIwyxjgqa/BV5ejRo54egqpk2thu2td+2thu2td+2th+2thu2re4ix6TbYy5r5S74kp5/PPA8+UZ1JUmNDTU00NQlUwb20372k8b20372k8b208b2037Fne5u4vXKA5Htd8Yry5CG9tN+9pPG9tN+9pPG9tPG9tN+xank+wyyMnJ8fQQVCXTxnbTvvbTxnbTvvbTxvbTxnbTvsXpJLsM6tWr5+khqEqmje2mfe2nje2mfe2nje2nje2mfYvTSXYZpKWleXoIqpJpY7tpX/tpY7tpX/tpY/tpY7tp3+J0kl0G8fHxnh6CqmTa2G7a137a2G7a137a2H7a2G7atzidZJfB+vXrPT0EVcm0sd20r/20sd20r/20sf20sd20b3E6yS6DwsJCTw9BVTJtbDftaz9tbDftaz9tbD9tbDftW5wYYzzyxFu2bDkK/OSRJ79EJ06ciIqMjDzm6XGoyqON7aZ97aeN7aZ97aeN7aeN7VZD+14TFxdXu6Q7PDbJVkoppZRSSimlbKO7iyullFJKKaWUUhVEJ9lKKaWUUkoppVQF0Un2BYhIDxH5VkQOishkT49HlZ+INBKRf4vIfhH5SkTGupdHisgmETng/jfC02NVl09EvEXk/0QkwX1b+1pERMJF5D0R+cb9Wv6dNraLiIx3/43+UkTWiEiANq7eRGSZiKSLyJdFlpXaVESmuN9/fSsi3T0zalVWpfSd7/47vU9E/iEi4UXu077VTEmNi9w3UUSMiEQVWVajG+skuxQi4g0sAu4CWgL3iUhLz45KVYBCYIIxJhboDIxyd50MbDHGNAW2uG+r6msssL/Ibe1rl78BHxljWgBtcbXWxpYQkYbAGKCDMaY14A0MQhtXd8uBHuctK7Gp+//lQUAr9/e86n5fpq5cy/lt301Aa2PM9cB3wBTQvtXYcn7bGBFpBHQDDhVZVuMb6yS7dB2Bg8aY740x+cBaoLeHx6TKyRiTaoxJdn+dhevNeUNcbVe4H7YC6OORAapyE5Fo4E/AG0UWa19LiEgocBvwJoAxJt8YcwptbBsfIFBEfIAg4Ge0cbVmjNkGnDhvcWlNewNrjTFnjDE/AAdxvS9TV6iS+hpjNhpjfr2u0y4g2v219q2GSnkNA/wVeAooejbtGt9YJ9mlawgcLnI7xb1MWUJEGgM3AElAXWNMKrgm4kAdDw5Nlc9LuP7YO4ss0772uBY4Cvyv+5CAN0QkGG1sDWPMEWABrq0iqUCGMWYj2thGpTXV92D2GQp86P5a+1pCRHoBR4wxe8+7q8Y31kl26aSEZXq9M0uISAiwDhhnjMn09HhUxRCRnkC6MWaPp8eiKo0PcCOw2BhzA5CD7jZsFfdxub2BGKABECwiD3p2VKqK6Xswi4jI/+A6XG/Vr4tKeJj2rWZEJAj4H2B6SXeXsKxGNdZJdulSgEZFbkfj2l1NVXMi4otrgr3KGLPevfgXEanvvr8+kO6p8alyuQXoJSI/4jrE4/ci8jba1yYpQIoxJsl9+z1ck25tbI87gR+MMUeNMQXAeuBmtLGNSmuq78EsISIPAT2BB4wxv06ytK8drsP1Yehe9/uuaCBZROqhjXWSfQG7gaYiEiMifrgO3n/fw2NS5SQigutYzv3GmIVF7nofeMj99UPAP6t6bKr8jDFTjDHRxpjGuF6zW40xD6J9rWGMSQMOi0hz96I44Gu0sU0OAZ1FJMj9NzsO1/kztLF9Smv6PjBIRPxFJAZoCnzmgfGpchCRHsAkoJcx5nSRu7SvBYwxXxhj6hhjGrvfd6UAN7r/n67xjX08PYArlTGmUESeABJxndl0mTHmKw8PS5XfLcCfgS9E5L/uZVOBucC7IjIM1xu8/p4Znqok2tcuo4FV7g9AvwcexvWhsTa2gDEmSUTeA5Jx7WL6f8ASIARtXG2JyBqgKxAlIinADEr522yM+UpE3sX1AVohMMoY4/DIwFWZlNJ3CuAPbHJ9XsYuY8xI7Vs9ldTYGPNmSY/VxiDn9txQSimllFJKKaVUeeju4koppZRSSimlVAXRSbZSSimllFJKKVVBdJKtlFJKKaWUUkpVEJ1kK6WUUkoppZRSFUQn2UoppZRSSimlVAXRSbZSSimllFJKKVVBdJKtlFJKKaWUUkpVEJ1kK6WUUkoppZRSFeT/AWOL20dMEWzxAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1224x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "smooth_funcs = {\n",
    "    \"Простое скользящее среднее\": {\n",
    "        'func': simple_moving_average,\n",
    "        'params': {'n_interval': 4}\n",
    "    },\n",
    "    \"Взвешенное скользящее среднее\": {\n",
    "        'func': weighted_moving_average,\n",
    "        'params': {'n_interval': 4, 'weights': [1, 2, 4, 8]}\n",
    "    }\n",
    "}\n",
    "ts_smooth_plot(series, smooth_funcs=smooth_funcs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Взвешенное среднее более точно описывает наши данные и имеет более низкую задержку. Но с помощью таких методов можно предсказать корректно только одно значение.\n",
    "\n",
    "Посмотрим как справится экспоненциальное сглаживание."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "smooth_funcs = {\n",
    "    \"Простое экспоненциальное сглаживание 1\": {\n",
    "        'func': simple_exponential_smoothing,\n",
    "        'params': {'n_interval': 12, 'alpha': 0.7}\n",
    "    },\n",
    "    \"Простое экспоненциальное сглаживание 2\": {\n",
    "        'func': simple_exponential_smoothing,\n",
    "        'params': {'n_interval': 12, 'alpha': 0.4}\n",
    "    },\n",
    "    \"Простое экспоненциальное сглаживание 3\": {\n",
    "        'func': simple_exponential_smoothing,\n",
    "        'params': {'n_interval': 12, 'alpha': 0.1}\n",
    "    },\n",
    "}\n",
    "ts_smooth_plot(series, smooth_funcs=smooth_funcs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Как видно из графиков экспоненциальное сглаживание может более точно повторить наши данные и меет более низкую задержку при высоких коэфициентах. Но этот метод не полдходит для предсказания более чем на один шаг, так как не способен описать тенденцию и сезонность. Предсказания по данному способу на более далекую преспективу подойдут только для рядов в формате y = a0 + E (константа + шум)\n",
    "\n",
    "Попробуем сгладить данные с помощью двойного экспоненциального сглаживания, которое может учитывать тренды."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "alpha = 0.5\n",
    "beta = 0.5\n",
    "dema_model = DoubleExponentialSmoothing(alpha=alpha, beta=beta)\n",
    "smooth_funcs = {\n",
    "    f\"Двойное экспоненциальное сглаживание (alpha={alpha}, beta={beta})\": {\n",
    "        'func': dema_model.fit,\n",
    "        'params': {}\n",
    "    },\n",
    "}\n",
    "ts_smooth_plot(series, smooth_funcs=smooth_funcs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Попробуем определить оптимальные параметры alpha и beta для 6 предсказаний. Нужно учитывать, что модель неспособна предсказывать сезонные колебания и все предсказания больше 1 будут очень неточными. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "      fun: 7581.725945513984\n",
       " hess_inv: <2x2 LbfgsInvHessProduct with dtype=float64>\n",
       "      jac: array([-0.00090949,  0.        ])\n",
       "  message: 'CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH'\n",
       "     nfev: 84\n",
       "      nit: 18\n",
       "     njev: 28\n",
       "   status: 0\n",
       "  success: True\n",
       "        x: array([0.49658888, 0.02100954])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prognoz = 6\n",
    "train, test = series[:-prognoz], series[-prognoz:]\n",
    "\n",
    "def ema_minimize(X):\n",
    "    alpha, beta = X\n",
    "    dema_model = DoubleExponentialSmoothing(alpha=alpha, beta=beta)\n",
    "    dema_model.fit(train)\n",
    "    predict = dema_model.predict(n_predicts=len(test))\n",
    "    error = mean_squared_error(predict[-len(test):], test)\n",
    "    return error\n",
    "\n",
    "minimize(ema_minimize, x0=(0,0), method=\"L-BFGS-B\", bounds = ((0, 1), (0, 1)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Посмтроим сглаженный ряд вместе с 24 предсказаниями"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "alpha = 0.49658888\n",
    "beta = 0.02100954\n",
    "dema_model = DoubleExponentialSmoothing(alpha=alpha, beta=beta)\n",
    "dema_model.fit(series)\n",
    "n_predicts = 24\n",
    "predict_data = dema_model.predict(n_predicts=n_predicts)\n",
    "with plt.style.context('bmh'):\n",
    "    plt.figure(figsize=(17,6))\n",
    "    plt.plot(series, label='Исходные значения', linestyle='-', color='black')\n",
    "    plt.plot(predict_data, label='Предсказанные значения', linestyle='-', color='green')\n",
    "    plt.plot(dema_model.smooth_data_, label='Сглаженные значения', linestyle='-', color='blue')\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Модели удается адекватно сгладить текущие данные, но с прогнозом на долгосрочную перспективу у нее проблемы, так как не учитывается сезонность.\n",
    "\n",
    "Теперь попробуем посмотреть модель тройного экспоненциального сглаживания, которая будет учитывать сезонность.\n",
    "Подберем оптимальные параметры для адитивной и мультипликативной моделей. Плюс эта модель позволяет делать корректные прогнозы на большие промежутки времени, в отличие всех от предыдущих."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      fun: 506.74649079487745\n",
      " hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64>\n",
      "      jac: array([ 8.10018719e-03, -1.51071219e+01,  5.18980412e-03])\n",
      "  message: 'CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH'\n",
      "     nfev: 324\n",
      "      nit: 61\n",
      "     njev: 81\n",
      "   status: 0\n",
      "  success: True\n",
      "        x: array([0.00238315, 1.        , 0.50141991])\n",
      "\n",
      "Оптимальные параметры для адитивной модели:\n",
      "\n",
      "lambda: 0.0023831498426448742\n",
      "beta: 1.0\n",
      "gamma: 0.5014199143889925\n"
     ]
    }
   ],
   "source": [
    "prognoz = 24\n",
    "train, test = series[:-prognoz], series[-prognoz:]\n",
    "def tema_minimize(X):\n",
    "    alpha, beta, gamma = X\n",
    "    model = TripleExponentialSmoothing(alpha=alpha, beta=beta, gamma=gamma, model_type='add', season_len=12)\n",
    "    predict = model.fit_predict(series=train, n_preds=prognoz)\n",
    "    error = mean_squared_error(predict[-len(test):], test)\n",
    "    return error\n",
    "\n",
    "result = minimize(tema_minimize, x0=(0,0,0), method='L-BFGS-B', bounds = ((0, 1), (0, 1), (0, 1)))\n",
    "print(result)\n",
    "print(\"\\nОптимальные параметры для адитивной модели:\\n\")\n",
    "print(f\"lambda: {result['x'][0]}\\nbeta: {result['x'][1]}\\ngamma: {result['x'][2]}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      fun: 141.13329115759572\n",
      " hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64>\n",
      "      jac: array([-0.03829825, -0.01451212,  0.0034845 ])\n",
      "  message: 'CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH'\n",
      "     nfev: 272\n",
      "      nit: 45\n",
      "     njev: 68\n",
      "   status: 0\n",
      "  success: True\n",
      "        x: array([0.1746761 , 0.51707412, 0.38184398])\n",
      "\n",
      "Оптимальные параметры для мультипликативной модели:\n",
      "\n",
      "lambda: 0.17467610372152031\n",
      "beta: 0.5170741241525788\n",
      "gamma: 0.3818439833819738\n"
     ]
    }
   ],
   "source": [
    "prognoz = 24\n",
    "train, test = series[:-prognoz], series[-prognoz:]\n",
    "def tema_minimize(X):\n",
    "    alpha, beta, gamma = X\n",
    "    model = TripleExponentialSmoothing(alpha=alpha, beta=beta, gamma=gamma, model_type='mul', season_len=12)\n",
    "    predict = model.fit_predict(series=train, n_preds=prognoz)\n",
    "    error = mean_squared_error(predict[-len(test):], test)\n",
    "    return error\n",
    "\n",
    "result = minimize(tema_minimize, x0=(0,0,0), method='L-BFGS-B', bounds = ((0, 1), (0, 1), (0, 1)))\n",
    "print(result)\n",
    "print(\"\\nОптимальные параметры для мультипликативной модели:\\n\")\n",
    "print(f\"lambda: {result['x'][0]}\\nbeta: {result['x'][1]}\\ngamma: {result['x'][2]}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Теперь посмотрим какая модель, адитивная или мультипликативная, лучше описывает и предсказывает данные.\n",
    "Построим график предсказаний на 24 месяца для адитивной модели."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_tema(alpha, beta, gamma, ser, ser_to_plot, n_preds=12, model_type='add'):\n",
    "    tema = TripleExponentialSmoothing(alpha=alpha, beta=beta, gamma=gamma, model_type=model_type)\n",
    "    with plt.style.context('bmh'):\n",
    "        plt.figure(figsize=(14, 8))\n",
    "        plt.plot(ser_to_plot, color='blue',label='original')\n",
    "        plt.plot(tema.fit_predict(ser, n_preds=n_preds), color='red', linewidth='4', label='TEMA', alpha=0.3)\n",
    "        plt.title(\"alpha={}, beta={}, gamma={}\".format(alpha, beta, gamma))\n",
    "        plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_tema(alpha=0.0023831498426448742, beta=1, gamma=0.5014199143889925, \n",
    "          ser=series, ser_to_plot=series, model_type='add', n_preds=48)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Как видно модель довольно хорошо построила предсказания, но все предсказанные сезоны имеют одинаковую амплитуду колебаний вокруг тренда. В то время как у временного ряда эта амплитуда увеличивается со временем.\n",
    "\n",
    "Построим график предсказаний на 24 месяца для мультипликативной модели."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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l3ByDfSLVAvWj/buWbW+BT6MGKlT1lPMzgDLCfwp72G5VRo3Hsb3G5+853gL4GNQE5+IyrvVjKG+n1773Q4VHxh3b90JN+v4U6uHOdVBPq+837xfKuD4ANT4+Dyrn5+tG342XapflvT4J4BGP7QnYx+droTyXp4w2L1n7o0XfsyznvMjYtsey7SrYw5feAvXbZv0c32gcE7Fse72xzbz/NuNzeAbK+DO/455al6lFMaOm6AQUypN4NtTv2BegjM3tlv2fgHpIdSOU0fsOQ8ObClyvkFHza1AT4jdCTch/1fhMPlLN9xBFxm2oMePDRjvNMdU0OP/IOCYGZejcAWVkPw/KEzxmvf9yNDKOaTeOuRzAXxuf7aWW/e+EGntuMe7/LVB99XcK3N8JeBs1vUabs8a9nQTwUePeXKH+UHMYHQUeGqDI738lGm30f4E3YD3/gxosfwz1BO9844s2DuCDlmNsXxh4GzU3w23UOHNJ/g2WyXmZ7/1duCduzn8vMo49y2jDNY73/RDKnGCiPKPmw8YAE3Ns/wLyTyjMf9IYUFaNY3Ya2z7oOPf3Acx7vNfZxjVv9dh3Ag5jB2rglgAu8Tj+PngbNV+Exdg0tkWMdhfMd4AKaZLwyMcopJFlfxfUZO0hAN1F3sPUq6RRYxz/NXj84EM9vV+Cw6Ax9v0YwP9xbNtV6n2Rn7js9dhXsh+Vcc9Oo+ZvkDdq/gkqvt7rqeywcUwho+bbxrm/AvWDeTaUYfkFyzGfRenv3W8Zx0ahJlpvcrzPb0N5El1Gb5F7bzXa/Jse+65FaaPmeuOYKx3bK2ojVIheEu54dPOzsX7Hs5ZtLgMBJYwaKM/JmKG5cOy7D/kJiXNMea4ajRzHPwi3ISUA/APUQ419ZV7nYwAOeWzXoMapz3rs+xKA7zq2bTPa/1Lj9YcAHHAc0wL1cOJtFfSrTwJ42GN7zqiBehCzDDURewHU5M3sT9cW0hce3zOoSZ0EcLbx+i1wTLgBvAGAdGy71TgvbLz+NJTh9xtQieVnQ3lq7rOc8yco/V21PqQcAfBnjvc1HyaU1W8s5z0H4GPG37uNazi9N58D8NMC5xcyak4CeK9j2xuhvsOtqOJ7aLmO57ht9NUtxvXPh8X7BjVOLMBugAqoh2h/Ua5GRY75PoCvGX+3Qj2w/A3HMX8KSzSMY98JFPc4RqFCGzWoh3sS3t7pn8CRX1Tkmrbffz8abbR/YTB1wchdOR9q8vR9Y9tWeMcZO7nS8foqAKNSyoUav/fboJ4AFOOM8f8JqKc7N0A97TO5EWoC7RuhygX/NoAvSSlXHLvfDzXxtPJ9qAQ/M75/BOqJ07mO486Far+T34EqEHCXx76fALhWCBGSUmYt10GBaxXiZwD+XgjRafn8XgY1AP6syHlmvputBG0Jjcx4XDNU7GXl9plSGHkRF8MRvyuE+BBUWMcrpZQ/9jj1ZwDeKITQZD6v5kajfb8s8pae919DroS9st5VUE8ZAWWEvAnAgsxXqHGSMv535otcA/UE8hsAIFQVqV1QTz5N/gzuvuxkAgCklCkhxCNQ37svWfbfCOBBS98sBzOH6VQF51j5XSiP54PWjVW08Q1QE4HPO7afgTIErbwaqmjHfhialIsQwszz+QqAd0ljJmDhrVBPda08BTXW3FnJe3m8dweUh8habSwE9fDpRqiJvGcpaw8ugfdndiOAHfDOq2uHemBjxfwcRJFjdOOfQPk8C+BtQoguaeQACCHOBdBtOeZyqN+ad5njlrBXpAqCa6DCif+v0R4NKsTH2s8+C/V0vBizlr9/BvU9+JBl240ARqSUpytsn4b8+Gfmwnl9ppV8VkDhviGQLwhU7ffQc9w2xv4zACCE+E0oT909lvZIa5uklFIIUc69WTUq55iI8a8WOgJQ4x+UcQyhKtHdL6Wcsh4jhDgfykC/xX2Fgm0G8u32o9HGImirar3+g+qUk1AT5nOgJk0/gXqi/UHLcSfg9tQsQD2NPgeqJGkSllAl5znGtpynptz3ruKe3gU1GX0DVHjDx6CeeuyzHPNRAPc6zjsfajD8LNRTov3Gv6jjODNW+oIy2+Olw+9DPU36fainW28y2vxWx3FRQ6O/LnDtfca9/ROUMXMd1FORLzquYd7LLwy998NemacDakLyLeOa10FV2/qa5ZjXGe28EGqS8lKoH8dTcIeVFNQI6unOs1AJwLuh3Nnmv6jluCGjna80rvUW4/WQpc1/C/VEdSdU8u9/Qj11t7rx/w4qlvo1jvfqshyzDao/fw4qDONXoAzJj1mOeRtUCMR5UB7BVxn38RjsVdPK6kcl+sxO457PQH23zoGagOgwYt6hnuY9DZUX8XLjnCsA/DGMeH+o6mhZqIIdm5CvUvMLKCP/IqNt34CqPvgFH9+710D16XdC9cU/MF6/wnLM/4TFu2Bo+HtQhuhZUD+mx6C8d1ZNtxvtfJuhy8uN172ONmyCMuT+R7VttBz7BBwhokXu/S3wCHuxfPbfgPKI7Ic9p+Iao9/9H9j7ZsEcF+M819PtUhpBfdf+HOp7ssN47x9BTXa3GseEob5DM1AhVdY2WUNq/xbqyf4u4z0+DdU3X+XR1rvh4SEx9r3R6J/vNtp3GdTDjjPIe/xfbFz7Y8ZndhFU0YxFlJErZnmvNihv2N1Gf7sC+Upl7zeOudh4rw8Y/fE1UE/Zg/TU/JfRhudDjS3/BvVdvc/Hd/VyKI/HR6B+I98ENUb+nuWY1xrva+YSXQgVkvU8o69dDtVv08iPSWGosvgPQY3LZyHvCX2P5dq9yH83JJSnaT/sYWyfgzJMXgs1tt0ANTZ8s5LvIcoYtwH0QIWon2/0rz+HGhfeZrnOOYZGX4D6jTgX6nuQgeGZKlOjQeP6V0B9D/dB9W0dwGst73cvVBjty4z7fx3U9/IfLcd0WHQchQrR3A+jz1k+61+D+n5dBdWfFuHhgYWqijYKR56msa/k7385GvE/Q8+gG7Ce/0H9aDxhDDwHjc57BKWNmo9APcVcgPph/Djs8cK2c4xtzvCzku9d5T39EdSEcg0qvteZ6PsFOEoaGu2VHv92Oo77HhxFEkq0xaWDsf3tUBV8VqEmp65QCqgfON06SHkccz3UxHbVeK+PA2iz7N9Z4L6c938u8t6TGagnq+2W/TdDTczmjPc6CmVMbfNoU0GNkE+Y9fp3reW4DxY45oPG/pjxPuNQE9kzUJPHSx3vV+i9vuA47kqoGOFV45ofhb0/vxXKa7NgaHQQ6sfImdRcsh8Zx3zBSx/HZ/ZGqPAj87N9o+O4PuMzOGPR4OuwhB5CfRfOQE0e7zO2XYR84uwJqHCEHxZrU5l9/S1QP8QpQx/nxPuDsEzioCYqvzA0XTHO+Sgc+VVQ31cvTd/iOO59UA9XOqtto6UvSADXV3DfXkaNZ98r475kifeTHtoW1QjKcP9/UCFlKSiP8b/DPgHaWag9sP8efBXqqe8a1EOXHwJ4iUc7t0BNaG4rci+/C+BJqIdZk1Df4Qsdx7wOqkSy+VvzIzjCQlHiO2UcY5Z0XoPKffxV4z2tE+7boSZqK1BGz40I1qjZBuXtX4Iyyv4casJ/n8/v6k1Qv71rRl/4A48+nbsnqLC370MZGuZY899wh3nuggoBHjM0fA5qoq95XLvgmAz11P/jUIbMKtTv+WfgkSta7HuIMsZtKKPmZ8iPQw/BUgjCcty1UONxAsqwfBDAr1j2l9TIeK+7oYyHFNRvzT1whHBD5T3+C1RfNH9vPwp7gYNrC+h4n+WYF0LNL1aMNn8T3ksnxIz7+nABbcv6/S+lEf9T/4QhFtMgCCFOQOVm/EXQbWGYZsIoLTsDVRHoq0G3h2GanWq/U0ZJ2xNQk65vljicYRimJnBODcMw64WXAniIDRqGqRllfaeEEG+Aenp+HCqE5q+hvBQ/qHsLGYZhDHjxTYZh1gVSym9IKa8Nuh0Ms16o4DvVBxUC/RxUCN1JqEqZa3VsHsMwjA0OP2MYhmEYhmEYpqlhTw3DMAzDMAzDME1NYDk19913n2xpqdcSFJWRzWYRCjmXm2DqCWtOC+tND2tOC+tND2tOC+tND2tOSyG9l5eXp6+//vqBUucHZtS0tLRg7969Qb29jeXlZbS1tZU+kKkZrDktrDc9rDktrDc9rDktrDc9rDkthfR+7LHHRso5n8PPAExNTZU+iKkprDktrDc9rDktrDc9rDktrDc9rDktfvVmowZAZ2dn0E3YcLDmtLDe9LDmtLDe9LDmtLDe9LDmtPjVm40aqBg+hhbWnBbWmx7WnBbWmx7WnBbWmx7WnBa/ejfU4ptSSiSTSVCXmU6n01hYWCB9z2oQQqCjowNCiKCb4pulpSX09/cH3YwNA+tND2tOC+tND2tOC+tND2tOi1+9G8qoSSaTaGlpQTQaJX3fjo4OaFrjO61SqRSSySTi8XjQTfHN0NBQ0E3YULDe9LDmtLDe9LDmtLDe9LDmtPjVu6Fm8lJKcoMGUJ6aZiAajZJ7serF+Ph40E3YULDe9LDmtLDe9LDmtLDe9LDmtPjVu6GMmqBYD+FczUYkEgm6CRsK1pse1pwW1pse1pwW1pse1pwWv3qzUQPwwkoB0NXVFXQTNhSsNz2sOS2sNz2sOS2sNz2sOS1+9WajBkAmk6no+F//9V/H/Px80WP+8i//Evfdd19V7fnpT3+KW2+9tapzm4Xp6emgm7ChYL3pYc1pYb3pYc1pYb3pYc1p8at3QxUKCIpyPTVSSkgpcccdd5Q89k/+5E/8Nmtdw08/aGG96WHNaWG96WHNaWG96WHNaWFPTQ2wJt9/+tOfxtVXX42rr74a//RP/4STJ0/iiiuuwB/+4R/i2muvxZkzZ7Bv3z7MzMwAAD7+8Y/jiiuuwGtf+1q87W1vwz/+4z8CAG6//XbcfffdAIB9+/bhox/9KK699lq84AUvwKFDhwAAjz76KG644Qa8+MUvxg033IDDhw8T33lwpFKpoJuwoWC96WHNaWG96WHNaWG96WHNafGrd8N6anp7e+py3dnZhGubrusAgMcffxz/8R//gXvuuQdSSrzsZS/DC17wAhw5cgSf+tSn8Dd/8ze28375y1/im9/8Ju677z5kMhlcd9112Ldvn+f79vX14b777sPnPvc5fOpTn8I//MM/YM+ePfj2t7+NcDiM++67Dx/+8IfxpS99qfY33YCsrKwE3YQNBetND2tOC+tND2tOC+tND2tOi1+9G9aoocSstvDggw/ipptuQnt7OwDg5ptvxgMPPIBt27bh8ssvd5334IMP4hWveAVisRgA4IYbbij4HjfffDMA5bX51re+BQBYWFjA7bffjqNHj0IIUXFuTzPDtd9pYb3pYc1pYb3pYc1pYb3pYc1p8at3wxo1Xh6VepFOp9HS0lJwDZi2tjbP7ZWsGdPS0gJA5e+YxstHP/pRvPCFL8SXv/xlnDx5Eq961asqbHnzMj4+jh07dgTdjA0D600Pa04L600Pa04L600Pa06LX705pwb5dWquvvpqfOc738Hy8jKWlpbw7W9/G1dddVXB86688kp8//vfx+rqKpLJJO65556K3ndhYQGbN28GAPzHf/xH9TfQhASxyOpGhvWmhzWnhfWmhzWnhfWmhzWnxa/eDeupocSsfrZv3z68/vWvx0tf+lIAwBvf+EZ0d3cXPO/SSy/FjTfeiGuuuQZbt27F/v370dnZWfb7vv3tb8ftt9+Oz3zmM3jRi17k6x6ajXg8HnQTNhSsNz2sOS2sNz2sOS2sNz2sOS1+9RaVhFDVkgceeEDu3bvXtm1hYaEio6BWrK2t5cLDKiWZTKKjowPLy8u4+eab8clPfrJgsYBaEJRGtWZkZIRduoSw3vSw5rSw3vSw5rSw3vQ0jebLywgdPAhIiezZZwNNOk8spPdjjz326PXXX39ZqfPZUwMgHK5ehne/+904ePAg1tbWcOutt9bVoFlP9PTUp7od4w3rTQ9rTgvrTQ9rTgvrTU+zaB568kloc3MAADEzg+zll0MWiTRqVPzqzUYNVEnnchfgdPKv//qvNW7NxmBlZWVdeJyaBdabHtacFtabHtacFtabnqbQXMqcQQMAIptF6JFHkL3sMsgmMcpM/OrNhQKQX6eGoWN1dTXoJmwoWG96WHNaWG96WHNaWG96mkJzj+VARDaL0C9+AZGgqyRcC/zqzUYN8uvUMHRw7XdaWG96WHNaWG96WHNaWG96mkLzVMpzs2nYYGGBuEHV41dvNmqg1qlhaBkfHw+6CRsK1pse1pwW1pse1pwW1pueZtBcFFm4XWSzCB0/Ttgaf/jVm40aAJrGMlDT2toadBM2FKw3Paw5Law3Paw5Law3PU2hufPBvLH2Yo5mCKEz8Ks3FwpA3qiZnZ3Fa17zGgDA5OQkQqEQ+vr6AABPP/00Lrzwwtw5t9xyC971rnfhVa96FU6cOIEnn3wyt4jnG97wBvz4xz/GqVOncsd/5jOfwYc//GEcPHiw8ZPOCIjFYkE3YUPBetPDmtPCetPDmtPCetPTFJo7jBrZ0gJhMWRENkvdoqrxqzcbNQAymQxCoRB6e3tx//33AwA+9rGPob29HW9/+9sBANu2bcvtc9LV1YWHHnoIV155Jebn5z3dZ3fddRcuueQSfOtb38Jv/uZv1u9mmoREIsHGHSGsNz2sOS2sNz2sOS2sNz3NoLkz/Ey2ttqMGq9CAo2KX70b0qiJfO97db1++sYbba/9rFMDKK/NXXfdhSuvvBLf/OY38apXvQoHDx7M7T9+/DiSySQ+8YlP4G//9m/ZqAFyHjCGBtabHtacFtabHtacFtabnqbQ3Bl+FosBlhLPzWTU+NWbk0kAZMtwza2srOCaa67J/bvrrrty+6655hr8/Oc/RzabxV133YXXvva1tnPvvPNOvO51r8NVV12FI0eOYGpqqub30GwsLi4G3YQNBetND2tOC+tND2tOC+tNT1No7gw/c+alNFH4mV+9G9JTQ42UsuQxsVisYPhZKBTClVdeia9//etYXV3F9u3bbfvvuusufPnLX4amabj55ptx9913421ve1tN2t6spAqUIGTqA+tND2tOC+tND2tOC+tNTzNo7qp+5jBqRDYLSOkuINCA+NW7LE+NEOLdQohnhBBPCyG+KoRoFUL0CiHuEUIcNv7vsRz/x0KII0KIg0KIG3y1kIBarFNzyy234L3vfW+u0IDJM888g2PHjuGWW27Bvn378PWvfx133nmn7/drdpqi9vs6gvWmhzWnhfWmhzWnhfWmpyk0d3pqIhHIUMh+TJOEoPnVu6SnRgixBcA7AJwvpVwRQtwB4FYA5wO4V0r5MSHE+wC8D8B7hRDnG/svADAM4IdCiHOklGX7v5w5L/UmnU6jpaXF1zWuuuoqvOtd78LrXvc62/Y777wT733ve/Hud787t23//v04deoUtm3b5us9m5nx8XHs2LEj6GZsGFhvelhzWlhvelhzWlhveppCc2dOTSQChEL2sLNsVm1vcPzqXW5OTRhATAgRBtAGYBTAqwF80dj/RQCvMf5+NYCvSSnXpJTHARwB8PyqW0hAOevUOHNq/vzP/9y2XwiBt7/97a4kp7vuugs33XSTbdtNN91ky8nZiDRFmcR1BOtND2tOC+tND2tOC+tNTzNoLryMGmcBrCbx1NS9pLOU8owQ4m8AnASwAuAHUsofCCEGpZRjxjFjQohNxilbADxoucRpY5uNyclJ3HbbbQiHw8hms7jlllvw1re+FWtra9A0DUIIZLPZ3H5AVSlLp9MIGW61bDaLSCSCjPFhhUKhXHlmKSV0XUckEkE6nYYQouD+bDYLKWVufzgcxnve8x7oug5d15FOpzE2NgZN03L7s9ks1tbWcPfddyOdTufew2zz0aNHsba2hscee8y1/0Mf+hCy2SxSqVTF97S0tISWlhaMj48jEomgq6sL09PT6OrqQiqVwsrKCoaGhjA+Po5oNIp4PI6ZmRn09PRgZWUFq6uruf2tra2IxWJIJBLo6+vD4uIiUqlUbn8sFkM0GsX8/Dz6+/sxPz+PdDqd29/e3o5QKISFhQUMDAxgdnYWUkoMDAxgYmICHR0dAIBkMonBwUFMTU1BCIHe3l4kEomc9ktLS7lrNvM9TU1NobOzsyHvaW1tDSMjI+vqnhr9c0omk7bz18M9NfLn1NbWhpGRkXV1T43+OUUiEYyMjKyre2rkzwlQJW/X0z01+ucUjUYxNjbW0Pc0c+YMouk0YrEYFhcXEV5ZgVxYQHZ2Fj09PUgkEsiMjaFlcLDhP6dEIoGuri7X51QuolSSvJErcyeA3wAwB+A/AfwXgE9JKbstxyWklD1CiE8DeEBK+RVj++cAfEdKaUskeeCBB+TevXtt77WwsBBIPfC1tTXf4WdUBKVRrRkZGWl8l+46gvWmhzWnhfWmhzWnhfWmpxk0D//wh7ZiAenrrkPo8cehJRK5bZnLL4dsgvLUhfR+7LHHHr3++usvK3V+OeFnLwVwXEo5JaVMA7gLwNUAJoQQmwHA+H/SOP40AGuyyFaocLWGxe86NUzl9Pf3B92EDQXrTQ9rTgvrTQ9rTgvrTU/Day6lqm5mpYnDz/zqXY5RcxLAlUKINiGEAHA9gAMAvgHgzcYxbwZwt/H3NwDcKoRoEUKcBWAPgId9tbLOlLNODVNb5ufng27ChoL1poc1p4X1poc1p4X1pqfhNc9kVLlmAxkKAZrWtEaNX73Lyal5SAjxXwAeA5AB8EsA/wKgA8AdQojboAyfXzOOf8aokPascfzt5VY+E0IglUohGo1WdTPVUs46NY1AKpWCaII64+WQdia2MXWF9aaHNaeF9aaHNaeF9aan4TV3ts80ZhwlnUU2i2aY6frVu6y4Kynl/wbwvx2b16C8Nl7HfwTARyptTEdHB5LJJFZXVys91Rdm0n+jI4TIJWM1O01R+30dwXrTw5rTwnrTw5rTwnrT0/CaOz0whlOA16lpAIQQiMfj5O/bDIlg642mqP2+jmC96WHNaWG96WHNaWG96Wl0zZ3lnKXpqXGGnzVJmgXVOjXrmvb29qCbsOFgzWlhvelhzWlhvelhzWlhvelpeM291qgBmjanxq/ebNQAuTViGDpYc1pYb3pYc1pYb3pYc1pYb3oaXnOnsVLAqHFVSGtQ/OrNRg3U2i8MLaw5Law3Paw5Law3Paw5Law3PY2ueaHws2bNqfGrNxs1AAYGBoJuwoaDNaeF9aaHNaeF9aaHNaeF9aan4TVfZ+FnfvVmowbA7Oxs0E3YcLDmtLDe9LDmtLDe9LDmtLDe9DS85mWGnzWLUeNXbzZq0Dzr1KwnWHNaWG96WHNaWG96WHNaWG96Gl3zguFnTZpT41dvNmrQBO7FdQhrTgvrTQ9rTgvrTQ9rTgvrTUwqhYH+/qBbUZxC4WfOnJomMWo4/KwGTExMBN2EDQdrTgvrTQ9rTgvrTQ9rTgvrTYSUCD36KCI/+hGWvvUtiPn5oFtUmELhZ01aKMBvH2ejBkBHR0fQTdhwsOa0sN70sOa0sN70sOa0sN40iJkZaFNTAIA2KRF6+GGIycmAW+WNSKVsr5t98U2/fZyNGoZhGIZhGIYBIJaX7a+zWYR/+UuI06cDalERyqx+JrJZoMHzg2oBGzUAkslk0E3YcLDmtLDe9LDmtLDe9LDmtLDeRFi8H6urq+oPKRF++mloR48G1ChvhDOsLBrN/dmMa9X47eNs1AAYHBwMugkbDtacFtabHtacFtabHtacFtabCIv3o7u727YrdPgw0CgLcmYyNu+L1DRAs0zrm7Css98+zkYNgCkjdpKhgzWnhfWmhzWnhfWmhzWnhfWmwVomed6jSIBYXKRsTmEKhZ6ZNKGnxm8fZ6MGgBAi6CZsOFhzWlhvelhzWlhvelhzWlhvIizGghAC0mEsNMyaL6WMGmdeja7XuUH+8dvH2agB0NvbG3QTNhysOS2sNz2sOS2sNz2sOS2sNxEWYyEejwNtbfb9DeLxcObTOBfcbMacGr99nI0asEs3CFhzWlhvelhzWlhvelhzWlhvGpzhZzIWsx/QKMZBhZ6ahml3ETj8rAZ0dnYG3YQNB2tOC+tND2tOC+tND2tOC+tNhMVYaGtrg2xtte9vFONgHRo1fvs4GzUAso0SH7mBYM1pYb3pYc1pYb3pYc1pYb2JsEz+dV13hZ81Sk5NqfAzz7VqGhy/fZyNGgBLS0tBN2HDwZrTwnrTw5rTwnrTw5rTwnoTkMnYEupXUylIy9ovANwekqAo4alpxpwav32cjRoAQ0NDQTdhw8Ga08J608Oa08J608Oa08J6E+AwFLo3bXKHcTWKx2Mdhp/57eNs1AAYHx8PugkbDtacFtabHtacFtabHtacFtabAIehMLu46A7jahDjoNLws2Ywavz2cTZqAESc1i1Td1hzWlhvelhzWlhvelhzWljv+iMcRo3W2tq4YVylws+acJ0av32cjRoAXV1dQTdhw8Ga08J608Oa08J608Oa08J6E+AwFNq7uxvX41Eq/ExzTPEbpd1F8NvH2agBMD09HXQTNhysOS2sNz2sOS2sNz2sOS2sd/1xemoSS0sNa9Q427oews/89nE2asBPP4KANaeF9aaHNaeF9aaHNaeF9SbAYSh09PR4l0aWkrJV3jg9Nc4qbU1o1LCnpgakUqmgm7DhYM1pYb3pYc1pYb3pYc1pYb0JcGickhIQwp1X0wgV0JxGSqmcmkZocwn89nE2agCsrKwE3YQNB2tOC+tND2tOC+tND2tOC+tdf5wVxVZMQ6DRvB66bkv8l5oGOA2vRi1wUAS/fZyNGnDt9yBgzWlhvelhzWlhvelhzWlhvQlweAoGhofVH41m1Dg9Gs72eW0Lus1lwOvU1ACu/U4Pa04L600Pa04L600Pa04L602AI09lIpFQfzTaWjWlKp8BjbtoaBF4nZoaEHUmVzF1hzWnhfWmhzWnhfWmhzWnhfWuP05jJdLWBgANt1aNa+FNL6MmFAKEyJ+j641R4KAIfvs4GzUA4vF40E3YcLDmtLDe9LDmtLDe9LDmtLDeBDjCujp6e9UfjRbK5fTUeIWfwci1sRJ0u0vgt4+zUQNgZmYm6CZsOFhzWlhvelhzWlhvelhzWlhvAhyT/un5efVHoxs1Xp4aoPHaXQK/fZyNGgA9PT1BN2HDwZrTwnrTw5rTwnrTw5rTwnrXGV23lz0WAj0DAwAarzxyWeFnQNMZNX77OBs14DKJQcCa08J608Oa08J608Oa08J61xlH6JmMRPKaN5pxUGb4mefCoQ0Ml3SuAaurq0E3YcPBmtPCetPDmtPCetPDmtPCetcZj5CunOZOo8F5LDVlhp81WoGDUvjt42zUgGu/BwFrTgvrTQ9rTgvrTQ9rTksz6y2mp6GdOuVeX6WB8ArpymneYB6PqsPPGtxTw+vU1ACu/U4Pa04L600Pa04L600Pa05Ls+otTp9G+Be/QOiZZxC+/36I6emgm+SN0+CKRHKaN5zHo9zws0Zrdwl4nZoa0NraGnQTNhysOS2sNz2sOS2sNz2sOS3Nqrc2Opr7W2QyCP/iF9COHm28NVM8QrpymjdaTo3TACu0vkuDeZhK4bePs1EDIBaLBd2EDQdrTgvrTQ9rTgvrTQ9rTkuz6i3W1lzbQocPI/TLXwZvHFgQDqNGRiJ5zRvMqHG1tdA6NU3mqfHbx9moAZBIJIJuwoaDNaeF9aaHNaeF9aaHNaelafUukFSvTU4i9PTTxI0pgoenxtTcmbMSuMfD2dYyPTWNbtT47eNs1ADo6+sLugkbDtacFtabHtacFtabHtaclmbV2+lVsO2bmiJsSXFc7YxE8po3msfD+f7rZJ0av32cjRoAi4uLQTdhw8Ga08J608Oa08J608Oa09KUeqfTttwZqdmnnSKbBXSdulXeeISf5TRvpJLOmQyERTMZCrmNLnNfk+XU+O3jbNQASDVwicH1CmtOC+tND2tOC+tND2tOS1Pq7ZHQ7sr/aJSJtoenJqd5I7W53MpnQON5mErgt48XUWLj0My135sV1pwW1pse1pwW1pse1pyWZtTbuZ5KLvfDuj2dLhw+RYgr/CwaxVBnp/o7FAKEyHmdhK4rD5MWgG+g3HwaoOnCz3idmhrQrLXfmxnWnBbWmx7WnBbWmx7WnJam1Nvx5F1GIo070faoKGbVvFEqiQmnpsU8NY3kYSqDuq9TI4Q4VwjxuOXfghDiXUKIXiHEPUKIw8b/PZZz/lgIcUQIcVAIcYOvFhLQrGUSmxnWnBbWmx7WnBbWmx7WnJam1LuM8DOXNycoPNpq07xRjLEKPDVOQ6zRc2rqXtJZSnlQSrlfSrkfwPMALAP4OoD3AbhXSrkHwL3GawghzgdwK4ALANwI4DNCCO8MpgYhWsx1x9QF1pwW1pse1pwW1pse1pyWZtTba+2XhjEOrOi6e8IfDts1b5B2u4zAYqF7DeJdKhe/fbzS8LPrARyVUo4AeDWALxrbvwjgNcbfrwbwNSnlmpTyOIAjAJ7vq5V1Zn5+PugmbDhYc1pYb3pYc1pYb3pYc1qaUm+n9yMScU/Cg6wkZuKY7MtwGBDCpnnDVBLzCukrRIMYYuXit49XWijgVgBfNf4elFKOAYCUckwIscnYvgXAg5ZzThvbbExOTuK2225DOBxGNpvFLbfcgttvvx3j4+Nob29HKBTCwsICBgYGMDs7CyklBgYGMDExgY6ODgBAMpnE4OAgpqamIIRAb28vpqam0NnZiWw2i6WlJQwNDWF8fByRSARdXV2Ynp5GV1cXUqkUVlZWMDQ0hHQ6jbGxMcTjcczMzKCnpwcrKytYXV3Nnd/a2opYLIZEIoG+vj4sLi4ilUrl9sdiMUSjUczPz6O/vx/z8/NIp9O5/dT3ND4+jmg02rD3lE6nkUgk1tU9NfLnFI1GMTIysq7uqdE/JwAYGRlZV/fUyJ9TV1cXRkZG1tU9Nfrn1NHRgZGRkXV1T438OYXDYSQSiaa6p66JCcSWlrC8tITOzk7MJhLQ5+cxaMwBWltbkZmdxWwmE+g9pWZnsc1oUzQaRaS7G2MjI2hra8PY2BhSqRS2SYn5yUlEo1GEIxFMnziBbuPzoux7/TMzwNwcUqkUenp6MDY1BXR2en9OAwNIGG2ORqNILi8jkkw27PcpnU5jbW3N9TmVi5CW+uFFDxQiCmAUwAVSygkhxJyUstuyPyGl7BFCfBrAA1LKrxjbPwfgO1LKO63Xe+CBB+TevXvLbmg9GR0dxfDwcNDN2FCw5rSw3vSw5rSw3vSw5rQ0o96hxx+HZkn+zlx8McTiIkLHj+e2Zffsgb57dxDNyyHm5hB+MP88XnZ1IXPVVTbNve5FBvB5hJ56CtqZM/l2XHgh5NatBY+PfP/7trWC0i9/eTBV28qgUB9/7LHHHr3++usvK3V+JXf1CgCPSSknjNcTQojNAGD8P2lsPw1gm+W8rVDGUMOSbgTX5waDNaeF9aaHNaeF9aaHNaelKfX2SL5vyJAoj8pnarNle4OGn5Uqh+2q2tbAxQL89vFKjJrXIx96BgDfAPBm4+83A7jbsv1WIUSLEOIsAHsAPOyrlXWmGWu/NzusOS2sNz2sOS2sNz2sOS3NqLdr7RePnJqGqH7mZXzBrnmjlHT2WiS0KI3S7jIgWadGCNEG4GUA7rJs/hiAlwkhDhv7PgYAUspnANwB4FkA3wNwu5Sycc1CNGnt9yaHNaeF9aaHNaeF9aaHNaelKfX2qH7WMMaBBadhZSbf2zRvEA+TZ0W5YjRIu8vBbx8vq1CAlHIZQJ9j2wxUNTSv4z8C4CO+WkZIe3t70E3YcLDmtLDe9LDmtLDe9LDmtDSl3l5rqjgn2Y0QVlcgpMumudN4aBZPjUfYXHnZ9PT47eONmSlETMj51ICpO6w5Law3Paw5Law3Paw5LU2ndzZrzzsRQk2wG8U4sFLAULBq3iglnV0hfSXWdmlEz1gh/PZxNmoALCwsBN2EDQdrTgvrTQ9rTgvrTQ9rTkvT6V0gTKpRjANbGwq01aZ5IxgHmYytkpkMhUpXMmui8DO/fZyNGgADAwNBN2HDwZrTwnrTw5rTwnrTw5rT0nR6F0i+b8jwswKeGpvmjdBup6bONnnRREaN3z7ORg2A2dnZoJuw4WDNaWG96WHNaWG96WHNaWk2vQsmtDdi+JmzDUYbbZo7jYMgPEzOdpYIPQM8PGONoHcB/PZxNmoAlLsAKVM7WHNaWG96WHNaWG96WHNamk7vQuupOMK4hCOkKgiEo625UDlnqJf1nACMg0LtLIrzGOfn0kD47eNs1KAJXbrrANacFtabHtacFtabHtaclmbTu2BCu6Y13oKQ1YSfBeHxqLTyGQC0tNheuj6XBoLDz2rAxMRE0E3YcLDmtLDe9LDmtLDe9LDmtDSd3sXWU2kEA8FESrfXxWirTfMGCJurtPIZ4OHNWVurYYtqi98+zkYNgI6OjqCbsOFgzWlhvelhzWlhvelhzWlpOr0LFQoAGiPp3qRIRTGb5s7wsyC8S05DsZxCAQ5PTSOHn/nt42zUMAzDMAzDMDWlYKEAuL0HgSavF8r9caJpkNbyyVLSh80VMxQL4NK6gY0av7BRAyCZTAbdhA0Ha04L600Pa04L600Pa05L0+ldzFhohDVfDIqFdLk0D9jD5DT+yioU0ESeGr99vAy/1fpncHAw6CZsOFhzWlhvelhzWlhvelhzWky9RSIB7cgRIBpFdtcuIB4PuGXeFM3/aKScmiIVxVx9PBy2Hx+0p6bc6mdC5ELsRCYD6HrpRTsDwO+Y0nh3FABTU1NBN2HDwZrTwnrTw5rTwnrTw5rTMjU1Beg6Qo8+Cm1mBtrYGMIPPADt+PHASyJ7UqxQQCOFnxUxvlx9POg1X6ooFAAh3Lk3Deqt8TumsFEDQAgRdBM2HKw5Law3Paw5Law3Paw5LUIIIJm0TaSFriN08CBCDz0ELC8H2DoPiuR/uEo6N1D4mdX4cvbxoNvtams5hQKApglB8zumsFEDoLe3N+gmbDhYc1pYb3pYc1pYb3pYc1p6e3sLrjGizc0h/POfA42Sd1OkTLLrbyDY6mdFjC9XHw86bK6a8DM0T7EAv2MKGzVgF3oQsOa0sN70sOa0sN70sOa0TE1NFX3CLjIZaKOjhC0qgjNPJRxWeR0mQRsHForl/pQKPyP31Djfr5zwM6BpPDUcflYDOjs7g27ChoM1p4X1poc1p4X1poc1p6Wzs9M9AXeE6zTME/gSuR/OsKlGKuls9Wo4+7jL40FZKKDIejqlkA79G6afOPA7prBRAyAbxAJKGxzWnBbWmx7WnBbWmx7WnJZsNuuegMdi9oOCDOOy4Mr9cHoUGshTUyz8zNXHnTk1lHpXGXoGwO3RaVCjxu+YwkYNgKWlpaCbsOFgzWlhvelhzWlhvelhzWlZWlpyGzVtbfaDGsSocU2anUZMA+XUFCsU4OrjQRpjxXKUSuEIP2tUT43fMYWNGgBDQ0NBN2HDwZrTwnrTw5rTwnrTw5rTMjQ05JqMyvZ22+tAw7islCo97Aw/C9LrV8RT4+rjTqOGsN2uz74Co8Z1bIMaNX7HFDZqAIyPjwfdhA0Ha04L600Pa04L600Pa07L+Pi4ezLaoJ6aUhNwVyniRioUYGmrs487SzqTGpF+ws+apFCA3zGFjRoAkUo6BlMTWHNaWG96WHNaWG96WHNaIpGIO1TK4alpFKOmUk9NYO32Sr63GC6uPu58TWjUVF35DB4FDtbWatGkmuN3TGGjBkBXV1fQTdhwsOa0sN70sOa0sN70sOa0dHV1lSwUEGgYl4ViZZIBuI2DoNpdwvvh6uNBLr5ZJPenJE3iqfE7prBRA2B6ejroJmw4WHNaWG96WHNaWG96WHNapqen3R6N1lZ7SJSUwVYSM/Fap8aKpkFayhELXQ/EsCllfLn6eJAlnf2EnznWCRLZLKDrNWpY7fA7prBRA37aFASsOS2sNz2sOS2sNz2sOS1dbW1q8m+QC5VqlFAuK0WS73ME6fUwKZH74+zjzpwaSq2LVWkrfbJwH9+AIWjsqakBqQZ1w61nWHNaWG96WHNaWG96WHNa0s5yt+YktQGNGmf+h+cEPMD8lBwljC9XHw+ywEGRggZl4QxBa4B+4sTvmMJGDYCVlZWgm7DhYM1pYb3pYc1pYb3pYc1pWVtctG8wJqmBrnJfiHI8Nc6yzgEYNaW8H64+HmBJ55LFF0rQDMUC/I4pbNSAa+0HAWtOC+tND2tOC+tND2tOy2BPj+21bGRPTRkTcFeeTRDtLpGn4urjzpLO2aytelo9cRlgTv1K0QTFAnidmhrAtfbpYc1pYb3pYc1pYb3pYc1pmTp92r7BNBScYUhBGzXptLtMsuYx3WyAtWpKGV+uPi6E25igMg7K8X4VweWpaUCjhtepqQHRCjsG4x/WnBbWmx7WnBbWmx7WnBan2uYk1TVZDbr6Wbm5Hw1g1JQqFODZx50eD6IwLtfn6jenpgGNGr9jChs1AOLxeNBN2HCw5rSw3vSw5rSw3vSw5rR0OCd85utGCOOyUE7oGeAOnwrEGCvRVq8+Lh3HkHg8yvV+FSOIdleI3zGFjRoAMzMzQTdhw8Ga08J608Oa08J608Oa07LgWMNDmk/eG8yoKeX9yNEAnhpXnopj4u/Zx4Pw1PitfAb3vTWip8bvmMJGDYAeR/IdU39Yc1pYb3pYc1pYb3pYc1o6W1vtG8yJbaNVPyt3kchGyAUq0VavPh6Ep8bl/arCqGkGT43fMYWNGnBZyiBgzWlhvelhzWlhvelhzWlJOUs6G5PUhqgiZqGU9yOHM/wsCGOsRPiZZx9vAE9NRQtvmuc0gaeGSzrXgNXV1aCbsOFgzWlhvelhzWlhvelhzWlxLr4pG7X6WZmemsCNsUwGQtfz7dE0V8lmrz4uHUYNicfDaThVk1DfBEaN3zGFjRpwrf0gYM1pYb3pYc1pYb3pYc1p6e3osG8oYNQEXf2s3EIBgefUlGF8efZx5/0QeGo0Zz6VMxSxHCIRZbgZiGyWdvHQMuB1amoA19qnhzWnhfWmhzWnhfWmp5k1T6eN+ZyuI/T00wjfdx+0Z58FLE/uGwpdx5x1YitEzigI3OPhxFkooJBRE7AxVo7x5dnHqT012SzE5KRtkxwcrO5aTsONqBx1ufA6NTWgtRqLl/EFa04L600Pa04L601Ps2o+OSmwe3c33vGONojRUWinT0OsriJ08iRCTz5JtkJ8RaRStjU8ZCSiDBug8aqflRkqJR2hXuSemjLyVLz6OHVuipietuUbyZYWyO7u6i7mLBYQdF9x4HdMYaMGQCwWC7oJGw7WnBbWmx7WnBbWm55m1fzpp0NIJgW+9rUoRg8kbfu08XFoBw8G1LIiOIwa2+S0waqfuQoFNGr1M6cx4mF8efZxL09NHQ1hzeG90AcH8wZthbgMsgbz1PgdU9ioAZBIJIJuwoaDNaeF9aaHNaeF9aanWTWfnVUTQikFvvlf7slo6MQJaCdPUjerKCKVQjKZN8BshoKm2b0eUgay5ksOp7HgrBZm4vQwERtj5VRp8+zjmmYP+ZOyfgaZV+jZ5s3VX6/BiwX4HVPYqAHQ19cXdBM2HKw5Law3Paw5Law3Pc2q+cxMfupz73el58Pq0IEDEBMThK0qQSplX23dOTltlBA0KctfUyUctnkcRDZLm9NURqGAgn2cyONR09AzBLPGTiX4HVPYqAGw6Kz9ztQd1pwW1pse1pwW1pueZtV8ZiY/kU4l0/j5z8Pug6REqIEKB4h02raGh7OscMMYNc4iAeEwoBWeagaaV1NGoYBCfZzKOKhl6BkAt9eswYwav2MKGzUAUg32oW4EWHNaWG96WHNaWG96mlVzM/zs0kszaMEafvCDiGdKhFhbA5JJ944gSKWQsU74HV4FZ95KYHk1ZeSp2AiwrLPTEPHK/SnYxykW4Kx16Bka31Pjd0xhowZcaz8IWHNaWG96WHNaWG96mlVzM/zst9+6iv74Kk6MhHDokNqmO0J7GqU6lEil0NPTk9/QoOFn5eSp2HAaEpSemjIMsEJ9nGIBTjE1VdPQMwANn1PD69TUgGautd+ssOa0sN70sOa0sN70NKvmpqdm66ZVvOQlahL+gx9EVKiUc9LXIEYNUilbErXLqxB0JTGTMss5mzjDzyjXqinHACvYxwlyajRHTpc+NOQv9Axwl3RuMKOG16mpAc1alrKZYc1pYb3pYc1pYb3paVbNTaOmv3MN11+fhiYkHnoojNml1mA9B8VwlnR2eApc4WcBtbucBS1tBGmMOSf0Tm8XivTxentqUil36FkNPKPUa+xUCpd0rgHRUl86puaw5rSw3vSw5rSw3vQ0q+azs2rq09O2iv5+4HmXZZDVBX78YLu9VC8a50m2SKcRthgALk9NgLkpNpx5Kg2cU1NOoYBCfbze671oR47UPvQMaPjwM79jSllGjRCiWwjxX0KI54QQB4QQVwkheoUQ9wghDhv/91iO/2MhxBEhxEEhxA2+WkjA/Px80E3YcLDmtLDe9LDmtLDe9DSj5lLmq5/1tK0CAHbvUhXOJudaGtpTs7y0lH/doDk1fgsFkHmYslkIS2U7qWmenpqCfbyenprlZWinT9s26Wed5T/0DADCYXWvBkLXG6ePw/+YUq6n5u8BfE9KuRfAPgAHALwPwL1Syj0A7jVeQwhxPoBbAVwA4EYAnxFChDyv2iD09/cH3YQNB2tOC+tND2tOC+tNTzNqnkwCqZRAW5tEW1hN/Ds6VOmzxLI7/KwhCgUYa790dnbmtzmNhUYJPyujophtf1CemjLWqAEK9/F6empCR47YDa7WVujbt9fs+lRr7FSD3zGlpFEjhOgEcA2AzwGAlDIlpZwD8GoAXzQO+yKA1xh/vxrA16SUa1LK4wCOAHi+r1bWmWZ82tTssOa0sN70sOa0sN70NKPmZuhZb6+em8y1tSmjZjYZdU/CG8GoSacBKbG0vAzASK53rP3iMg4axVPjLH3sJCijpszcn3I9NTXTe2EB2uiobVN2z56ia/1UjLNYQCP0cQO/Y4rHilMudgGYAvB5IcQ+AI8CeCeAQSnlGABIKceEEJuM47cAeNBy/mljm43JyUncdtttCIfDyGazuOWWW3D77bdjfHwc7e3tCIVCWFhYwMDAAGZnZyGlxMDAACYmJtDR0QEASCaTGBwcxNTUFIQQ6O3txdTUFDo7O5HNZrG0tIShoSGMj48jEomgq6sL09PT6OrqQiqVwsrKCoaGhjA9PQ0hBOLxOGZmZtDT04OVlRWsrq7mzm9tbUUsFkMikUBfXx8WFxeRSqVy+2OxGKLRKObn59Hf34/5+Xmk0+ncfup7Gh8fRzQabdh7mp6eRiwWW1f31Mif08LCAtLp9Lq6p0b/nBKJhK3N6+GeGvlzymazGBkZWVf31Oif0+rqKkZGRprqnsbGhgEAXV1pzE9OIjM5idbWfgAxjM5oWEmnsTI5iba2Nui6jmQ6jc7zzgv0njbH40hMTmJtbQ0t0SiSUiK2vGz7nKbHx9G3sAAAWF1dRWdHB0ZPnSLve9nxcehzc+jp6UEikUB2fh7hcLjg59S1uIhYMonl5WV0dXVh9swZrLS11f371JVKYW1yEh0dHUilUlhOpdC5tua6p1QqhbGxMc/PSZ+ZQVd7O5aWl5HNZNCWTGJ8ZsbXGLF0//3oXF2FrutYXV1F97ZtOJlOIzI6WrPPaXMmg7XZWWQyGfT09ODMsWOIbN3aEOPe9PQ0+vr6XPdULkJ6rThlPUCIy6CMlBdIKR8SQvw9gAUAb5dSdluOS0gpe4QQnwbwgJTyK8b2zwH4jpTyTut1H3jgAbl3796yG1pP1tbW0FLqaQJTU1hzWlhvelhzWlhveppR8x/+MIxf//U4rrsujf9+//3QJidx/LiGP3l/G5b27sdd304j/NBDueNlVxcyV10VYIsBkUgg/NBDSKfTiEQi0Lu7kb3ySvsx8/MIP/BA7rXs7ETm6qupm4rwj35kC0FLv/jFQJGKVmJ0FOEnn8y91oeGkN2/v55N9H7fwUFkL7nEdVyxPh6+/34Iw3sGAOkXvhAwJvdVtWl2FuGHH7Zty1x6KeSmTQXOqI7QE09AGxvLv8eFF0Ju3VrT96iWQno/9thjj15//fWXlTq/HH/WaQCnpZTmt/y/AFwKYEIIsRkAjP8nLcdvs5y/FYDdl9ZgNGut/WaGNaeF9aaHNaeF9aanGTU3w8/6+vRcqFR7u3q4OzXf0pjhZ0Y7c+vUeOR/BJab4sAVylTK6A0ov6Pc0tPF+rgzr8ZvsQBtZMT2Wu/urrlBA3i0uxH6uEHd16mRUo4DOCWEONfYdD2AZwF8A8CbjW1vBnC38fc3ANwqhGgRQpwFYA8Au+nZYLS3twfdhA0Ha04L600Pa04L601PM2puVj7r7ZW5SahZKGBqIdY4i1h6tKG1tVW99pqAN0JOjZH7Y+KV++NEOquIUSWtl1nQoGgfr7FBJqzV7QDoe/b4ul5BGriss98xpZycGgB4O4B/F0JEARwD8FYog+gOIcRtAE4C+DUAkFI+I4S4A8rwyQC4XUqZ9b5sYxAKNXRxtnUJa04L600Pa04L601PM2puLrzZ2ytzk9DWVkATEjNLrUgjBev0NqgqYlbMib5mGAieE/BGqH5WaTlnwO3JoTJqyvTUFO3jHmWdiyd0lGB11fZS+ghlK0qNPUy1xO+YUlY5BSnl41LKy6SUF0spXyOlTEgpZ6SU10sp9xj/z1qO/4iUcreU8lwp5Xd9tZCABSO5jqGDNaeF9aaHNaeF9aanGTWfmTHCz3qyucUNNQ1oawcyCGNuIaQ8DCZSBr+OhzHpXDbzN7xCujQt8Ha7JsflGDXRqH3dlGyWpN3OkKtCnppifbymZZ113W6IClGeflXgutcGMmr8jik1rBHXvAwMDATdhA0Ha04L600Pa04L601PM2puhp8NdK7YtkfjUQACc3OiMUK5LJgT8K6uLgBF1n4JOq+mwjVqcgSRV+PwihQyIIr28VouwOm4ZxmJ1GaxTS/qVY66BvgdU9ioATA7O1v6IKamsOa0sN70sOa0sN70NKPmZvhZf6d9EhntUJPaREI0Xl6NMeFdXFxUrws9wQ/aGKu0SICBNHOFDOoeDpVOQzjWQ3G2waRYH6+lp8Z1z3WsKug0Nhsp/MzvmMJGDYBSZa2Z2sOa08J608Oa08J609OMmpvVz/rj9gloa5eaoM7NCVclsaDzakxPTU7vAkaNa7JKHX7m5W0oB+f9OL0oNUZMTEDoeu61bGsD4nHPY4v28Xp6auoUegagoQsF+B1T2KhBc7rQmx3WnBbWmx7WnBbWm55m1Nz01HTH7OFnrZ1qAj43pzWep8aYdFYcfkbd7mpyagC3cVDn8DNt1L7KiL55c8Fji/XxmubUOLUr4DmqCV7Gr8XICxIOP6sBExMTQTdhw8Ga08J608Oa08J609NsmkuZz6npabdPItt61ESvIcPPjAnv3Nycel0oNCngdruS78s0apxlneuaU7O6Cs0R4lTMqCnax53t9uHxEM7KZ/X01AjRsMUC/I4pbNQA6KhX2TymIKw5Law3Paw5Law3Pc2m+eIikMkIdHRItMA+cY5153NqGir8LJ3OhUq1traqCmdOj4xJ0O12GiPlGjWEOTXa2Jj9vTs7gSL9uGgfD4dtFeeErldvSBLm1ABo2BA0v2NKuevUMAzDMAzDNC1mOefeXt01cW7vMcPPPDw1QU74Kgjpchpj5CWdy1z7xQVhTo3TqNGHh/1dMBoFViyhjGtr7v5TBq58pHp6aqBCGK211UQ6DQlAzM1BO3JE5Rm1tkJ2dUH29dW1LbWEPTUAkslk0E3YcLDmtLDe9LDmtLDe9DSb5mboWV+fdBkLHX1FjJoAPTVW42t1ddUdqmUl6LA5Z0nnRvPUJJMQjnVQ9KGhEqcU7+POz6Pqtju9XPXMqQEKe2qSSWjT0widPInQoUPQTp+ubzsc+B1T2KgBMDg4GHQTNhysOS2sNz2sOS2sNz3NpnkioYya3l7pmnzGLUaNq4pYkDk1lslud3d3cS9AwNXPqi4UQOSpcXlpentLGg8l+3iNigVQe2pcxRmMPi7MBV7NdsRi9W2HA79jChs1AKampoJuwoaDNaeF9aaHNaeF9aan2TQ3w8/6+nTX5DPebxYK0IKvImbBanzNz88XzbVwhZ9RtjuTsZdJ1jx0LITXBLsO1biqCT0r2cdr5akhzqlxFQowvg/OggUgNmr8jils1AAQ9Vq1lSkIa04L600Pa04L601Ps2meq3zWI10T/s6B/Do1rqfvQRYKsEx2hRDFn+AHGX7mnJRXklfidV81DkETc3M2L4TUNMgyvAKl+nhNyjpnMhDZrK1t1eTlVISz3WZfCdhT43dMYaMGQG9vb9BN2HCw5rSw3vSw5rSw3vQ0m+bmGjUD3Sm7VyEUQnefmg55Lr4ZZPiZZXIfj8eLP8EPsPpZ1UUCTOq8Vo12+LDttezvL8twKNnHa+GpqbJqnB+cxpjZbldp6Xrn9jjwO6awUYPmc6GvB1hzWlhvelhzWlhveppNczP8bKDLEWITjaK7W61krko6N846NdbJ/fz8fOGFNxFw9TOfOSGuAgg1zKsRk5PQZmZs2/Rt28o6t1Qfr4WHyWkIkRgSXu3WdbcxyeFnzUdnZ2fQTdhwsOa0sN70sOa0sN70NJvmpqemP+42alpbgbY2iUxGILnWONXPrMZCW1tbcU9NI4Wf+fXU1Cr8TNcROnjQvqm3F7LMletL9vFaLMDpNOCC8NSk06odUtqPsazDQ4HfMYWNGgBZSywjQwNrTgvrTQ9rTgvrTU85motEAqEnnoB26FBdkr8rwcyp6e/0Lj3c1aUmdPPJsMprMBC6DgTUv6yTe13XK8qpCTL8zLenpkbhZ9rp0xBLS7Zt2b17yz6/VB93Vcqrot0uA67eC28CnmsxBV0kAPA/jrNRA2DJ0eGZ+sOa08J608Oa08J601NI8x//OIw774xAO3YM4YcfhjY2htCxY9AcT8ypmZ01Ft9sX7HvMCaRPT3K6GqoCmiOdWqKTng1zWaMQUo6L5PfvJB65NSk065cGn3rVqACb0DJcaUWnhrqcs6Ad6GAgIsEAP7HcTZqAAyVWHyJqT2sOS2sNz2sOS2sNz1emh85ouH1vx7DP//Oc1j6xSFbOIs2O0vZPBdm+FlPm2MSaTy17ulRbfVcgDMIo0bXbd6Wnt7e0sntAeXV+C0UUA9PjXb0qK1dMhRC9uyzK7pGyXElEgEsFbtENluxV8/lqaHIqQmFIC2hZULXIRYXbYdQFwkA/I/jbNQAGB8fD7oJGw7WnBbWmx7WnBbWmx6n5lIC73+Phuenf4YhOYaFBUd51gAT7nU9b9R0xRwTZmNCbSsWEPRCloBrYj+bTNom0J4EZYw5k92D9tRkMtBOnrRt0nftqthgKGdcqbhYQCplNzadFccoPDWAO1xxYcG+v62Nph0W/I7jZa6MtL6J1LseOOOCNaeF9aaHNaeF9abHqfldd0Ww8JOnMQA1OVpaEgDynpogjZqFBYFsViAel4hK7wm41ajBsGN6VON1U8rCoZdWRjiQjERgNXtEJmP9BOqHX0+N83if1c/E0pK9bHc0Cn3nzoqvU9a4Eo3aDFCRShUM3dIOHEBoZAQyHEb2kksg+/qCyakBVLstOjuNmiA8NX7HcfbUAOjq6gq6CRsO1pwW1pse1pwW1pseq+YLC8AHPtCGHiTQ2qKm0cmk3asgstnAigWYRQL6+vSClbpMo2Z+3iP8LABPjdNb0V7OGh4FVoqvN862Fis97YlzAp1O20IXK8bp/ejsrKqSVznjSrkLcIpEAqGREfV3JoPQoUOex1N5alwV0Bxhc0Hk1Pgdx9moATA9PR10EzYcrDktrDc9rDktrDc9Vs0/8pEYpid0nLdnDZddrgyAxaWQe+2UIDweyBs1vb3SvS6IMbkzc2oSCc0dfhaEl8kx2U2Uk0TtMA5qvYhlQfx6GzxyPPx49lz3XaXXoaxxpcxiAdrx47bXYmEByGSC9dQUIwCjxu84zkYN+AlfELDmtLDe9LDmtLDe9JiaP/54CJ/7XAvatRW87bY1xDuMhPvV1tpUh6oBiYSa7vT1yYKVuvLVz0RDVD9zTnbL8dTUcxHLgui6/Sm/8NCvHJyGh5+218j7UZanxmkAe/XxZBLa5KTjRAkxNWVfGyYcJlsbpuhCrpFIdZ+hT9hTUwNSAQ2yGxnWnBbWmx7WnBbWmx5T8y9+sQW6LvC2N8xj+3YdHTmjJtYYHg9Yws96swUrdZnr1MzNCe+St9Q4JuapUkUC4M6DcK09Ug+8Qs/KaKsTVziUj+90rTw1ZY0rZRjuoRMnPE91GTpUXhqguKcmAC8N4H8cZ6MGwMrKSumDmJrCmtPCetPDmtPCetNjaj46qqYSL7xMhUd1dKj9s8utjWEcIG/UDHQ5JuDhMGCs7WIt6ewMmwui+plzUr9STj5SnRaxLIZrYl7thNhpePhpuzOnpkpjoZxxpaQxtroKMTrqea5waEdW+QzFNQkinwbwP45z9TPw+gZBwJrTwnrTw5rTwnrTY2o+NWUYDHG1eF9Hh5p8zyy1AVF78rFIp2mqcTkwF950GjVWI6Dh1qlxTI4Htm4teYpzokrhqdHOnLG91jdtquo6LuNgba3qvlIrT01Z40qJQgHayZO2SmxWnMn5pJ6aYuFnAVQ+A3idmprA6xvQw5rTwnrTw5rTwnrTY2o+OWkYDHE1gW5vV/unk60NVyjANLxMrOFxtpLODWDUOJ/4jycSpU+qpbejHBYWXKWA9S1bqrtWLdteo5yassYVpyFp7Sse6+UUo1qPUlUU0ySANWoA/+M4GzUAooTuPkbBmtPCetPDmtPCetMTjUYhJTA9rQyGnpgKHTFzaqYWY+6JU0BGjbnwZn+88BN8W/WzBgg/c07MI6a1WIxoFFLLT+1ENltXg0xzhFXpfX1Ve0W8PDVVoes1qyhWzrjiSri3tFs7fdrWd2QkAr27u/DFCI2aooUCAvLU+B3H2agBEI/Hg27ChoM1p4X1poc1p4X1picej2NhQSCVEujokGgVajJnGjWTCzH3RDUI4wDAzIxR/azdHrNvfTIej0sIIZFMCqQRsKdGSldBg46+vvLOpaqAputuo6ZaLw1Qu3Y7S3ZHIrm8qUopa1xxttvyublC87ZvhyxSxY4yp6aYpyaonBq/4zgbNQBmZmaCbsKGgzWnhfWmhzWnhfWmZ2ZmBpOTRljXgJ7L32g3jJqJ+Zg7jCtgT01Pm2OibJmQapplAc5lx4SP2hhzLD4pw2HMlBN+Bo+8mjqFoInpaZtHRIZCkIODVV/P1e4q+0qt8mmAMseVQmvsSAk41hbSt22DbBBPDYpVqQvIqPE7jrNRA6CnpyfoJmw4WHNaWG96WHNaWG96enp6MD2tphH9fXpuMtkWAwQkJhfbkBHB56YA+Zya7tbiVbFyIWiL9gmfyGaBcqqP1QqPtXTK7uPOCWmdPDVOL4TcvNnfGiu1yqmpUeUzoIJxxSvMcm3NViBAhsNAa2tRo4Y0p0a4q/wBRjuLhKbVE7/jOBs14FKgQcCa08J608Oa08J607OyspLz1Az3r+Y8C5oGtHSEoSOE+RVH+FkARs3qqqp+Fg7Lop4aIO+p8SrrTGmQOb0UMhotu4/XLDelGKmUWjjSgq/QMwCIRNz5QFV4yGrpqSlbcw8vk3CeaybfR6OQhRLxKY2aQu8XkJcG8D+Os1EDYJVicSrGBmtOC+tND2tOC+tNz+rqKqam1DRiuNc+GYnE1WQpsVR6YcJ6Mz6u2jg0pENLOapiFTFqAq2A5pHoXnYfd05K62DUaOPjdi9EWxtkLbylJcojl0WNKp8BFYwrXsUClh2V9iyfi6e3Rngs+lpnvIoFBJVPA/gfx9moAa9vEASsOS2sNz2sOS2sNz1DQ0O5NWoGu+wTuEinMhZmFz0KBUjalWrMxUE3b5buSXJBo0ZzTVQpvUwuT01LS9l9vO5r1eg6tBMn7Jv8emkMnFW3qsmrqaWnpuxxxaOss9NTYzNqPAxAWSzHpV54GFFBVT4DeJ2amsDrG9DDmtPCetPDmtPCetMzPj6e89QMddsnzq1dapI3t2BPooaU5En3Y2NqorhlMGVb7FBqmmtS19OjvA+JhEf4GWW7nRPzSKT8Pu40DGrsqdFOnICweiGEgD48XJuLOyfZ1RhkNcypKVdzlzdoba1w+BkAvavLfRHq0DPA2zMU0Bo1AK9TUxNaA7RKNyqsOS2sNz2sOS2sNz2tra05T41zUcvWbiP8LOH2eFCHoJmemu2Djkmmx4SuURbg9Fpnpdw+7prE19JTs7oK7ehR2yZ969ba5WHUoAKay4jzYSyUPa54FQpwVD6zhXXF43ZjH8TlnM339Ao/C3As9TuOs1EDIBZg/OBGhTWnhfWmhzWnhfWmJxaLYXJSTSMG4vaJc1uvadS48wSoiwWYRs3WfkeOg8cEqlhODWm7PQoFlN3HvUK4ahTyFzp40O7tCoeR3bOnJtcGPAyyWuTU+DBqytXcVZzBo1CArTiAEJBOb00QxoRX+FmAnhq/4zgbNQASZdZ+Z2oHa04L600Pa04L601PIpHA9LTy1PS22SdwsZ6ocYxwPw0mNmrGxtRUZ0tfaU+NWdJ5bi7gdnt4asru45pmb7v0yCWqAjE7C21szLZNP/fc2ia3+/XU6Lqnl6taytbcI2zO5TFyTNidxQJIyzmb7+n12QXoqfE7jrNRA6Cv3FV6mZrBmtPCetPDmtPCetPT19eXy6npdZRK7ug3cmrmPCo6EYefmUbN5l5HroXH5C23Tk3Q4WceFbwq6uO1zquREqFnn7Vv6uxUoWc1xCs3pSipFMTsLGB6j5werkhE1RivknI1d3lqFhbs+1taXO3Qt27NlbCWmgY9iGInjnbLUIi8ApsVv+M4GzUAFhcXg27ChoM1p4X1poc1p4X1pmdyMolkUiAalegI270g8YF8+JnT4xFU+NlQt8NT4/Fk3Fr9zNVuykIBTsMvGq2oj9c6r0aMjUEkk7Zt2fPOq321LqenpphRk0wi/JOfIPzwwwj/5CdAOl3TymdABeOKs92OhVo9yyS3tSHzwhcie8EFyFx1FdDZWW0zq8bVTwIMPQP8j+PupUQ3IKkA6uZvdFhzWlhvelhzWlhveiYmlAEw0Je1GypCoHNAGQRBFwrIZoGJCTXx7o+vAjP5fV7hPt3d+epnCGrxzWzWXaUtEqmsj3t4avxk1Yi5OdtrfXi4NuvSOKjEUxM6eDDX78TqKrTTp135IH5DusrWvJR3o73de3tbG/QgDYl4HDIehzCMiVqV5q4Wv+M4GzXg9Q2CgDWnhfWmhzWnhfUOgkEAwLYBRwJ+NIpuYw7nVSiAsjTy1JRAJiPQ16ejRTq8FUU8NfPzAYafOSfyhn6V9PGae2ocSe/6pk2+rlcQZ7vTaZUT5PQILSxAm5qybRKzs4CjophfT03ZmgvlkSzkhQxyQctSZK64AmJ8HGhpgRwYCLQtvE5NDeD1DehhzWlhvelhzWlhvek5dGgeADDc6wjram0tmnBfTZneasnl02x2J5B7e2ryOTUyHEz4mUsfw6ipqI87PTV+jZoah3UVJGRf10jouqcxGXKUlQYAkUi416jxmR9SkeZF3quRjRqEw5BbtwZu0AC8Tk1N4FKg9LDmtLDe9LDmtLDe9CSTKmxmqNvhqWlpKZ5wH4BRMzysu70VHkZNLAbEYhLptMBSyhHMUuNFLAviUSRAta38Pl7ztWpquKBlSUqVdU4moU1MuE4TmYzy1ljxaXxVpHkxAyrgXJVmgUs614BogJUeNiqsOS2sNz2sOS2sNz1zc0ZYVLe7qph1vRc9HNw6NWaRgOGhrN3TIjzC4gxy3poV+wRLpFKAIwG8Ljj1MSb5lfRxZ2U3X9XPalwmuRRea75YCR07VvBczZH749f4qmhcKfJeDe2paSD8juNs1ACYn58PugkbDtacFtabHtacFtabnjNnVDL7pk67pwYtLQiHgXhcQtcFFtccExVCo2ZsTOVibN/kzvspVLmrt1cZLlMzYfek2JFbUg+coWLmJL+iPl5LT41Xe3yUSS5JMU/N0pJrrZyKrlUhlWheyFMjNa2uRuB6wu84zkYNgP7+/qCbsOFgzWlhvelhzWlZr3qfPKnhJS+J4ytfaTxPVDKpqgEMxB0rpxsTuJ4eZRzMLgZn1Jiemi39pcs5m+zcqdp9/LjmesLuNzelHFyhVUYbKurj0WhuDRQAqppalTlBpRaRrDVOQ9LqqQkdP64KB5jHOgsDlLhWpVSquSexWO1LX69T/I7jZRk1QogTQoinhBCPCyF+YWzrFULcI4Q4bPzfYzn+j4UQR4QQB4UQN/hqIQH8hI8e1pwW1pse1pyW9ar3X/1VKx5/PIz/+q/GM2rMks597Y6JvhH6lAvjStq9IiKbpQnjgiWnptfb8PJi1y7VtmPHQu6cjDp7asT8fK68rtogcpXGKurjXuF11RpklPk0QGFPTSoFMTpq25U97zyb8VbyWhVSkeaFPDUcelY2lJ6a66SU+6WUlxmv3wfgXinlHgD3Gq8hhDgfwK0ALgBwI4DPCCGKm9IBkyZeCIxhzalhvelhzWlZj3qfOqXhP/9TTZTm5hrvSe/0tPpp72t3FwoAYCsW4KyARlUsIFf9rMcdIleIs85SYXXHjtF7arRTp2yv9f7+nGFVaR+vVV6N8zzndWtNIU+NSCRsi1rKWAxyyxbIri7v60QivsPkKtG8YPgZFwkoG7/juJ9P+9UAvmj8/UUAr7Fs/5qUck1KeRzAEQDP9/E+dYfXN6CHNaeF9aaHNadlPer9D//QgkxGGTONaNSYhQJ6YiU8NQFVQJMyH3421OOYmBcxanbvVhPno0dDrlAr53otNSWTgXDki+jbtuX+rriPO42Pag0y5z3X21NTYAFOp/ayv1+tD9Pb632dGhhfFWleSBf21JSN33G83MU3JYAfCCEkgH+WUv4LgEEp5RgASCnHhBDmSkxbADxoOfe0sc3G5OQkbrvtNoTDYWSzWdxyyy24/fbbMT4+jvb2doRCISwsLGBgYACzs7OQUmJgYAATExPo6OgAACSTSQwODmJqagpCCPT29mJqagqdnZ3IZrNYWlrC0NAQxsfHEYlE0NXVhenpaXR1dSGVSmFlZQVDQ0M4ePAgBgYGEI/HMTMzg56eHqysrGB1dTV3fmtrK2KxGBKJBPr6+rC4uIhUKpXbH4vFEI1GMT8/j/7+fszPzyOdTuf2U9/T+Pg4otFow97TkSNHsG3btnV1T438OU1PTyMWi62re2r0z2lkZAQdHR3r6p4a+XPKZrMIhULr5p5OnkzjK1+5IPebOTcnMDIy0jD3lMkIJBI9iIg0hD6PhQUdq6ur6Onrw8joKCKRCOLxHQCiGBtbRaJ9CZnJSfT09CCRSCB95gzaNK2un9PychhLSz1oa9OxNDOC1NQUurq6MDc3B214GJmZGc/PqaVlDsAFOHoUODU9jS3pNBKJBELhMGJtbRgdGanL9yk+O4v2hQUsLy2hs7MTyUwGc8vLGFpbw/j4OJaXlzE0NFT257SQSKBlehrxeBzz8/MIT05iraWl4jGiN5HA8uQkOjo6kEqlMD8zg76tW+vW98T8PIZTKczNzaG1tRW6rmN6ZARbEgkkjc8pHo9jIpFAayKhrFdL3wqFw2hva8NsJoPI3JyvzymVSuXuu9Q9bY7HMTs5idbWVmiahuXlZXR1dWFybg7pU6d4LC/jnsbHx3Huuee67qlchLQkXBU8SIhhKeWoYbjcA+DtAL4hpey2HJOQUvYIIT4N4AEp5VeM7Z8D8B0p5Z3Waz7wwANy7969ZTe0nkxPT6/bJNNGhTWnhfWmhzWnZb3p/ad/GsOnP92KV74yhe98Rz25nppKuBZMD4qxMYELLujGzv4FPPUP385tl7EYMi9+MQDgwx9uxSc/GcP737+CP7ru59AmJ3PHZfbvh6yzd+255zRcfXUXzj47i0c/8yNo09P597/kEsjBQc/zdB3Ytq0bKysCI0+NoPepn+f2ybY2ZK65pi7tDf/sZ7Z8muzu3dD37Mm9rrSPa8ePI3TwYP5627dDP//8itsVevBBW6nkzOWXQ/b1VXydsllZQeTHP869lNEoMi95CUKPPALNMsHNfYaZDCL33msrIAAA+pYtyF50ka+mVKR5Oq3a4dx89dVAZ6evdmwUCun92GOPPXr99ddf5nGKjbLCz6SUo8b/kwC+DhVONiGE2AwAxv/maHUawDbL6VsB2DO7GoxQo/xKbCBYc1pYb3pYc1rWk96zswJf+IIKZfnDP1xFPK4mawsLjROCNjVlJuB759MAxcPPKNaqMUPPNm/W3fkkRUKTNC1fAe3oWNy+c3XVNXmuBZ4FArZutR1TaR935abUKqeGuFCASKcBKSGWHX3NDOsKhyE9jIZatLMizSMR7ypnHH5WNn7H8ZJGjRCiXQgRN/8G8HIATwP4BoA3G4e9GcDdxt/fAHCrEKJFCHEWgD0AHvbVyjqzsLAQdBM2HKw5Law3Paw5LetJ789+tgVLSwLXX5/G/v1ZdHerCXYj5dVMTam2OKuKWY2FoAsF5CqfDeuuVemLrv4OYPduVSzg6EgUMpyP1Be6Xpe2a6dP217r/f2uyXDFfdxpuFVj1EjpPq/OhQKgaTbNzTa4ijS0t+f+1Lu73depQTsr1dzZr2Q47M4nYwridxwvx1MzCOCnQognoIyTb0spvwfgYwBeJoQ4DOBlxmtIKZ8BcAeAZwF8D8DtUsqsr1bWmYGBgaCbsOFgzWlhvelhzWlZL3rrOvC5z6knzO95jzIYTI9HYxk1RgJ+d+FSyaZRMzfnUV6Y0lMzlHWtSl8q2d1W1rnexQLSaVepYqeXBqi8j7s8NdUUCkil7BXHwmEgXG46tg+cbZ+ft69P09ICayymV7GAWnhqKh5XnP2cK59VhN9xvGTPlFIeA7DPY/sMgOsLnPMRAB/x1TJCZmdn0cYdjxTWnBbWmx7WnJb1ovfkpEAioaG3V8eVV6rngY1o1ExOqrZs6nRM8C0GgM1T45jsUYSfmZ6arQOOdVbKKPVrK+v8klZ7aNjKCuDlGaiS0MGDau0es30tLZCbNrmOq7iPe5V0lrKyhSCpvTQGMhqFWFrKvRazs/b9DkNT9vTARQ2Mmko1l9EorOpyOefK8DuO+yvgvU4op1gCU1tYc1pYb3pYc1rWi96nTqmf5W3b8k/Hu7oaz6gxPTWDXQ5PjcV4McPmEgnN/XSfJPxM6bW137FGTRkTc7Os87FjobquVSNmZ92hZzt2eBoeFffxUMgdxlWh7s57rXs+jYmXp8aKJfQMABCNQsYt+U9C1MSgqFhzR7t54c3K8DuOs1GD9RO20Eyw5rSw3vSw5rSsF71Pn3YbNabHY36+cYya6WnVlv6O0p6aoMPPhvscE/MS+TQAsGtX3lPjSvSuVfiZriP0zDP2trW3Q9+50/Pwqvq40wipMK/GZcBReWqcRo0j18LLYMnu3Zsz4rJnn+3uc1VQccifw9iyGVpMSfyO42zUAJiYmAi6CRsO1pwW1pse1pyW9aK36anZujVv1DRm+JlqZ29bMU9NPvxMD9NXPzPDz4a6K/fUbN4sEYtJzMxoWEjXJ6dGO3bMFmIFANkLLywYGldNH6+oApqUEJOTagFQM4+mUTw1lrwewNuokX19yFx3HdIvfSn03btr0oxKNde3bIE01mzRe3rqXrZ8veF3HCfI9mp8zEWDGDpYc1pYb3pYc1rWi95enpq8cdA4zyFV9TOJ3rbCT/JjMSAWk1hZEVhOR2B7bl7n8LO1NWB6WkMoJNEXXwOm8vvK8dQIofJqnn02jGNjbXiedV8tws+SSWjHjtk26Vu3eueGGFTVxyvw1GgHDiB08qRqy9AQsvv3u40gonCqkp9RodCyGpd2r1jz1lZkrr5aeSKj0crylxjf43jjjJAMwzAMs8HxyqnJlXROANqJEwj98pcQ4+OBtM9kelpDFCl0dVoS3MNh16QyZ5AtOZ68ZzJ1We/FZHzcyPkZlAinq0t2z1VAG3Pkb9TAUxM6dMheVSwaRfbcc31f10nZnpqFhZxBAwDa+Li6zwbx1Dhp6AR8TVPtZ4OGHDZqACSTyaCbsOFgzWlhvelhzWlZL3p7hZ+ZhQK6Tj2L0HPPQZuYQPjxxwFrRS5CdF15alqxal8o3cNY6OkxDLKFMKTV4JESyGTq1kazSMDwsO6emJeZa2EWCzg00gZpCQkTmYzvtouZGdvr7N69JdczqaqPl7lWTejIEdc2MTPjLhQQUE6NbV8kQrb2y3oZV5oFv3qzUQNgcHAw6CZsOFhzWlhvelhzWtaL3qdOqYm/M/xsG06iY3rEdqzmmBhTkUgIZLMCm+LLtrml10TUWtbZNRGtYwjamTPGGjWbdfcaNWVOzHNlnY+H3Of48dakUvYSzqEQ5PBwydOq6ePlrFUj5uehTU66tmuzsy6DkKpQQLEkf2cyfj1ZL+NKs+BXbzZqAExNTZU+iKkprDktrDc9rDkt60HvhQVgcVGgrU2itzcfmtWvzeAiPIWlJUc4C0FZZC9UPg0w2OVY/dvTU2Mxapxr1dTVU2NUPtucBZbthQIq9dQcOxZyeSh8FQuo0lCoqo87DU2PPqMdPux5qpiashtfmlaTimJlUex9CMskr4dxpZnwqzcbNQAExz2Sw5rTwnrTw5rTsh70Nr00W7fq+XD8lRUMn3kMGnQ4IzNcHggizDVqNnU6jAUPT421ApoMwFNzdnzMVmlNhkJlT4qLlXX2UyzAaRCVG9JVTR8v5akRc3PQpqe9389ZoY4qnwYANM3dXwwo82nWw7jSTPjVm40aAL29vUE3YcPBmtPCetPDmtOyHvR2FQmQEuHHH0dHVOVBuDw1Fa45UivM9V+29pdOwLetVUNk1MzMCNxxh3rSf2mPvcKY3Ly5YMlkJ0NDEm1tErOzGubTjom0D0+NyyAq08iqqo87P5NUylagQTt0qOxLkRUJMCnwfpRGzXoYV5oJv3qzUQN2LwYBa04L600Pa05LuXpLCVgiahoKZ5EAkUhAzM/nFk9fXtFgXa6j6JojdWRkxPTUJGzbvXNqVIMTCc0V9lWvtWo++MEYEgkNN75gFpefZe8X2e3by76OWdYZAE5M2CfSvso6V+mpqWpMCYVsBRqErucWPhWzsypvxoLe31/4WoRhX0CRMEFCo4bHcVo4/KwGdNrKtzAUsOa0sN70sOa0FNN7eRn4/vcj+KN3hvCmcw7gt7c+jPG7HoF29CjE3FxdSwtXgtNTI4x4M01T670k0WFPDwnYqNkxWDoB3xp+5vLU1KH9Dz4Ywr//ewuiUYmP3/6craqu3t0NVPi9NMs6Hx+voafGcd/lGjVVjynO6xsGmTY6atus9/ZC37On4GU2oqeGx3Fa/OrNi28CyDbqY7t1DGtOC+tND2tOSyG9n3wyhJtvjiOZFDgfz2AXZiABHHloFdvaZoDDh9UaIRddBDkwQNtoB66FNy2rzXe063hqZQhLSxPo6DCMsDp5Okpx8qSxBkxXEtZno6Wqn8ka5qV4kU4D73mPcmu98/YkdoROA5Zuoe/YUfE1d+9WFzh8ugPYnN/uq1CA89wyPSDVjimypQXC0pfE2hokAGeSlr5zJ2RnJ2QoZCsQkIOq8pmBl6dGhkKkuT08jtPiV2/21ABYsnzZGRpYc1pYb3pYc1oK6X3vvREkkwJnnZXF239rHC+4WhkCs7P5R/gilULomWdI2lmMvKdG/bBbJ84dHcACOpFcyT+LtIYSUTIyokFAR1dsLr9RCM/Jpi2npoDHoFZ89rMtOHAghJ07s3jPrx+1V+5qaYGsolzsWWcZa9WcspcRFmtrsMUCVkC1a79UPaY4PxfDUyQcRo2MxwEhIPv6PC9D7qnx0oWwnDPA4zg1fvVmowbA0NBQ0E3YcLDmtLDe9LDmtBTS+9Ah9TP3jnes4rdek8A556qJ6Oys/edPrK4GFs5lYnpqcjk1lliz9naJZbRhftV7gkpFKqUqi7WJFezaFc9tl9Go5wrq/f3qXiYmNHdZ5BoaNWNjAn/918rj8Vd/tYy2yZO2/frWrWUXCLBilnU+ejzintRX034p3blQZRo11Y4prgpoa2tqrRxLSW2pabl2yELJ2o3gqSHO6+FxnBa/erNRA2B8fDzoJmw4WHNaWG96WHNaCul9+LBKkj531xpEOo1eI3F9JhFyJ67X2HNQCaurauIfCkkMDRnhZRZPTVubxBLasbDmmKASl3U+fVqDlAJnbV7G4qKlUECBCa9poJ0+rUG2eoSf1Sif6d57I1haEnjJS9J4+SXjtnArCAF927aqrrtjh/L2nDql1SZ8znHPMhIBLIn8xah6THF+NmtrNoMZgPKAGEapXshTQ2zUeHn+KPNpAB7HqfGrNxs1ACIFaqEz9YM1p4X1poc1p8VLbymBQ4fUhPGcLYsA8uFQo3PtkF1d9hOcEz1CzHVVhod1hMMAVldt4VOxeBhpRDG/6p6gUmIWCdg1vIxQOB8KVyg0qbMT6OrSsbIiMJ0IQ1rOgZQ1a//Bg+pzvvLKDLQjR2z79MHBqr0Mmzap/jI9LZCNOq5RRX+ptpwzUP2Y4jLe19Zc+TQ2YyEe914jhjj8zNNTQxx+xuM4LX71ZqMGQJfzh42pO6w5Law3Paw5LV56j48LJJMCPT06elvUJK6vT3kOTs121D1xvRKcRQKcieiRbjXpnFtxhHARe2pMo+aszctot0yEiz3FN+/p9OnaLmJpxTRe9w+cgjY3Z9tXTYEAk0hE9RldF0is1KDtVZZzBnyMKWV4apzGgjOvRkajVYXv+cLLiCL21PA4TotfvdmoATBdYDVdpn6w5rSw3vSw5rR46W2Gnp1zjg5tRU3iOjuBkCYxuhDHmnBM9vxUtPKJa+FNR8JsS49qa2I5WE+NWflsx+AKFhYW8juKPMU37+nUKXdeTa00P3RIg4YsLhDP2rbrmzZB9vT4uvbgoGr/ZNJRLKAKo6baIgFA9WOKK6dmddUengd3WJdrvRrq0DMA8MjTog4/43GcFr96s1EDtsSDgDWnhfWmhzWnxUtv06jZsyebezKtaWpByCW0Y6IGk9Ra4Vp40zHZb+1TXoLZpWBzak6cUJpu37SCNsvT/WKVscx7qlleioOVFWVsnasdxubevG5S05A991zf1zdD0CYXHKFi1ebUWKkg/KzqMcX52aRSLqMGHR22l7K/37Zop+7TMKwKIaBb7lm2tZGHwPE4Tgt7ampAivhHgWHNqWG96WHNafHS+/Bh9RO3Z0/Wlv/Q0wssoR2jCccq8QF6alzhZ47woNY+1daZZGN4aoZ7l5GxlpMu8iTfatS4jquB5keOhNAiV/HCoUOIWFJ29B07alIC2PTUjM85DLIqtPfjqal6TAmHbQaK0HW3p8apU2srsvv2Qe/rg75tG/Szz67uvX2Svegi6Js2Qe/rQ2b/fs8Ke/WEx3Fa/OrNi28CWAnwh2yjwprTwnrTw5rT4qW3mTx+zjn2SVxvj44kOjA6K4Bu20Xq3MrCOD01zra0D6gJtdOoCSqnZnPPClKL+fcu5qmx5tTUo6zzoUMazsez2DpsKVEcjULfvdv3tQFgcFB5asYSbYC1iFoV/cVPoQBfY0pLi72wgbMCm1ehjU2bkN20qfr3rAXt7cheemlgb8/jOC1+9WZPDbgOeRCw5rSw3vSw5rR46Z0LPztrFcLiVejpE1hFK05OxNT6HAYikwEsa3dQ4sypcT5J7xhUk9/pxeA8NckkMDOjoaVFordtFT3WkKQyCgWcOlWfQgHHn1rBMEYxPJxfDDN7zjlAuDbPbTdtUtcdnWm1eQpEJgMUWwF9cRHaoUMQY2P5bT4KBfgZU4oZndQVxZoJHsdp4XVqagDXIaeHNaeF9aaHNafFqffiIjA6qiEaldjRZy9fGx9sBSAwNh5yT8YDKOuczaq2AoanJpOxGWFS09A1qCalk/OO9hJ6aszQs13b1qDJLBIJtU6NDIU8n/SbFPPU1MI7Nv7sPABgyxblfZDxOOSWLb6va2KGn01MhspfgHNhAeEHH0To2DGEn3gC4swZIJu1fa4QoqIcEV9jSjHjiY2agvA4TguvU1MDoh610Jn6wprTwnrTw5rT4tT76FHlpdm1S0d4ze716BxW+SljY/Vd5b5cJiYE0mmBgQFdOTKchlVrK7oNp8jMfMSVHwHrRLmOjIyo9929VRkiYdMTUmJi3t8v0dIikUhoSGYc3o50uri3owzGj6rPzPTU6AMDNc29MMPPJiaEu794ecqyWYSffNK2zpB26pTbS9PSUlE7/YwpXmu+5PYRVxRrJngcp8Wv3mzUAIjH40E3YcPBmtPCetPDmtPi1DtfzjnrSrrv3apCoEZH67duSiW4Qs+ca4i0taGzU02sFxY06GHHDz9RCNqJE6qdu4eV5ytmaFcstAlQFedyxQJOV+DtKINMBpg9qfQyjZpah1OZ4WeTk5rbgPNou3bwIIRjcUttfh5icdG2rZLQM8DnmFLkvTj8rDA8jtPiV282agDMzMwE3YQNB2tOC+tND2tOi1PvQ4fylc+c+Sl9O9RkfGzMXWI4iGIBZuWzLVsKGzWhENDZqfYn08GUdTaLBOwYUhP5RXOSXsbk3DRqPIsF+ND8xAkNLdll9PXqefu0xpN001MzOVnasyemphA6edJ9ESmhnT5t31ZBkQDA35hSNKeGPTUF4XGcFr96s1ED2JMdGRJYc1pYb3pYc1qcelsX3nQaKv2GUTMxIZCN1m6CXS2lPDXmKurd3Ya3Zi2YYgG5hTc3KSOxw1jbpJSnBiheLMCPp+bgcxrasZSvGofaex46OyVaWyWSSYGlrEN7a9vX1hB66qmC19EcE7ZKPTW+xpRinxF7agrC4zgtfvVmowZcsi8IWHNaWG96WHNanHofOmRZeNMRChTtaUNfn45MRmB6yfGUOoDwM+caNc6cGtOblDdqgvLUKE23bVIa5daUKGNynjdqQjXNYzr2bBoa9HzoWThctGhBNQiRD0GbThYOVwwdOFDZZ1Ghp8bPmFLI8JStrYAlR4uxw+M4LVzSuQasBriK9EaFNaeF9aaHNafFqncmAxw7pn7ezt6xqkrvGkhNLQBpToIbYQFO06gxvQ3ONkiHp2Zuhd5TI2XeU7OlVxldplFTiafm9Ona5jGdOqDaYobuScN7VGs2bTJC0BadXiZD+0wG2sSEbVd21y5bUQcnlXpqfI0pBd6L82mKw+M4LX71ZqMGXIc8CFhzWlhvelhzWqx6nzypIZUSGB7WERf2fBq0tQFCYPNmY5I9Y5/UibU1QNdByeSk+ikeGtIBXXdP8g2jpqvLNGroPTXT0wJLSwJdXTo6omoinwsVqSCn5tSp2pZ1Hj2stDLLOaNO+SFDQ6r9Yw4j+B/+WuLSSzvxk++u2he0bG2FvmcPZF9fwWtWatT4GlPCYU8Di42a4vA4TguvU1MDuA45Paw5Law3Paw5LVa9rZXPXKFcxqR3eNhYJX4i7PY0EHtrJibUT/HgoJH/Y50ct7TkwoOC9NTkigTs0HOepNw6NRXm1NQq/ExKYPK4Wc5ZlU+u1yQ9twDnrN2oGR/J4MQJDZ2aPcRRdnYCQkAODBS+aIXhZ77HFK/PiY2aovA4TguvU1MDWit8WsL4hzWnhfWmhzWnxaq3WfnsnHPclc9Mo8b01IyNCVcFNMqyzroOTE2ptUoGBqS78pmlbaZRM7vkMAoIPDWmUbN9Wzb3frk1JcowaoaHdWiaxPi4QCpUm0IBZ84IaCtL6Izr6OxU2+pVySsXfjYdgjRydnQdGB8TaMEa9mx2lGs2jAW9gKem1IKlXvgdU7yMT658Vhwex2nxqzcbNcjX2mfoYM1pYb3pYc1pseptemr27NHdlcSMyaZp1HitVUPpqUkkBDIZge5uHS0tHjk9lifpplEzk6T31Jw8qTQ9e3s+zCoajarE/DISzSMRYGhIQkqB0akW+wKi2SxQhWF26FAI7VjK5UcB9fPUDA6q95iY0HLhdtPTAmspgR0DS4jD26hBW5t3m6qYvPkeU7yMGvbUFIXHcVr86s1GDfIudIYO1pwW1pse1pwWq955o8a98GY+/Mz01NR23ZRKmZhQXhrTE4ACniUA6OkxKnAtOibEhJ6aszbn9UwmkxVNzm1lnZ3nleOtyWYBSyW7Q88JtGE5n08D1C2nxlyrZmIi31/OjCpNzt+15PIIwrKIoN7f77pepfk0gP8xxempkZqHQc/Y4HGcFr96s1EDoK9IIh9TH1hzWlhvelhzWky9pbQvvFnISMiHn9W2GlelmEUCTE+Aq/KZpW1moYDZhYiakBoIXVcl3+pIzqjpn89ti8fjZeXTmPhagHNhAeEf/QiRn/4UoUcfBaTEiQMpCMh8OeeWFiAcLrs9lWDm1ExOipxBdsaoWrd3e9JtPFs8IJ55NVUYE77HFKchZRTNYArD4zgtfvVmowaWVZEZMlhzWlhvelhzWky9EwmBREJDR4fEUO+aZzlnIF8CeHRUg95Su2pclWIaNaanplC4HJAPP5ufF4CZz2JS5xC0nFHTOpbbtrKyohLiy2TbNpXM77UAZylDMvTssypMDYA2NQUxNYUzBx3lnOuYH2IanZOTWs6QGzU9NYPT7uIOFuNK9va6Ko9V46nxO6a4PDWcT1MSHsdp8as3GzWwLCDGkMGa08J608Oa02LqPTZmrKWyRYe24jAQLE+m43GgvV1iaUlgMRucpyYffmbkhRTx1OSqn80JV35EPYsFrK4q70oIGWwOTea2ZzIZ6Js3l32dYhXQihqSCwvQ5uZsm7TJSYwfNcs5K2OnnpW8BgaMQgGTAtmI4ak5Y6yF1DNlO9aVp6JpkI6V0p3FKcrB75giBwZUDpSBvmWLr+ttBHgcp8Wv3mzUgOuQBwFrTgvrTQ9rToup99iYMF7rBcs5A8q2McOWnGvVYNW+5kg9sYWfpVI5bwRgVMiyeGRMoyaREJCEnpqf/zyMTEbguvPOoCWST8rvHh4GKvDUFA0/8zAkp6cF3v/+GM785KRr38wzk0gnlhCLSZgRK/VMeo9Ggd5eHbouMLsSg5TA6Kjqa1uH7BMxrwVA9d27cwa1jEQgBwcrboPvMSUSQeYFL0B2715kLr+8qjZsNHgcp4XXqakBXIecHtacFtabno2guZifR+iRRxB67DGXAUGNqff4uPpZ27xZL5qfYh4DAGNTUdsTbKHrJBXFACNHA0b4mXNi75j45z01Gqmn5t57VenhV+63GxcTZVQ9s2IrFOD0VHgYNe99bxv+7Z803P2ZGde+Q09nsRlj2HtuNpcWUu9wKrNYwORCDPPzQHJJQ1tMR3e340APo0b29CB91VXIXnABMi96UVW5PzUZU2Ix6Dt3Fl0UlMmzEcbxRoLXqakBXLKPHtacFtabnvWq+fHjGu6+OwI9KxF6/HFoMzPQJicRfuQRIJ0OrF2m3uZClkNDHoZJIaMmwGIB+ZwaDyPMYdR0dqpJ9eKiQDZM56m5994IQsjghefYJxzhbdsquo7VU5ONFi8U8PDDIXz961Fswyk8+7RwOc4OPBdGBGmce67Fs1Vnoya/AGcMo6PKoNuyRbpy7Qt6jDo7oW/b5s6HKpP1OqY0Mqw5LVzSuQZEqxxgmOphzWlhvelZr5q/4x1teOtbO/DJv8jaJqJiZQWhZ58NrF2m3uPjaoY5OCjdRoLDu2GGn42Oau4cB6JiAaYRtmmThChhhIVCQGenavPCWh0X4NR1aIcOIfTYYxh9fAaHDoWwq20ce3Zbii7EYgh7lCouRkeHKkudSglMJe0GiEil1GqWUJF/H/hAGwCJnTiBhUUNp07ZLYeDzxmVx/bmjZp65tQAlrVqZltwalR5Wqxr5Jh4hZ/VgvU6pjQyrDktfvVmowbA/Px86YOYmsKa08J607MeNdd14Ikn1GTuc3+fwU9/ag+h0cbGIEZHg2haTm8z/GxoSC9pJGzerB7/B7lWTT78THcXCfAol5yrgLbq2FdDT412/DhCx45Bm5zEkX//JXbgBG665KQtYkofHKyqj+dC0M6E7XlBMh9+9/WvR/CLX4RxQf84XnyZeo9nnglDahpkKISFBeD0mRCiEYlduw1DKBYDtPpOaXLhZ5MCJyaUAWVWXsvdRjjsuchlLViPY0qjw5rT4ldvNmoA9Ff4tInxD2tOC+tNz3rU/PRpDcmkgKZJdCCJf/mXFhw8aP8ZCT3zTCD5NabeZvWzoSEPI8FhuOQX4BRl5XjUmlQKmJ3VoGkSfX3SFfLmVSErVyxguX4LcIrp6dzfTzwZwkV4Ci/eazdW5ebNVfXxYnk1YnUVq6vAn/+52v6BNxzE856nPDHPPKNBbt4M2deHgwdV6NfZZ2cRMQwtivLEZvjZ+LiGo2fU+7mMmjp5aYD1OaY0Oqw5LX71ZqMGbIkHAWtOC+tNz3rU/MABNZl80YsyeOOrp5HOCPzt37ZiaiofGiSyWYSefJKsepiJqbcZzrV5MAthzfER7jLIZk6NV/gZhafG1G1gQCIUQslCAYDVqHEUCvDpqVlYAD784VYcOaLlrpXJAE8/payGfRfbQ89kV1dVfdzMqzl1SnMbIsvL+Od/bsGpUyE8b+88XnnZGC64QL3vswfCSA1vhz44iOeeU/3QGnpWz8pnJta1ao6c9jZqvIoE1Ir1OKY0Oqw5LWSeGiFESAjxSyHEt4zXvUKIe4QQh43/eyzH/rEQ4ogQ4qAQ4gZfLSQgHWBy60aFNaeF9aZnPWr+7LNqMnneeVm8460zuPiiDBYWNXzqU/bJtzY3B3HmDGnb0uk0dD2/7stg55Jtv4xGXaunFy0UQGDUWIsEAO7iBMXCz2aXauupufPOKD75yRhe//oOrM0ro+bw4RBWVgWGN2dz67QAKvQMqK6Pn3WWutfjx0MuQ3Jlagmf+ITa9hfvOAlNA/r7gaHBLMZWevD4iV7ITZtw4DllaJ13nsWgIDBqzAVSjxzRcHK6HdGItOkC1Ne4Wo9jSqPDmtPiV+9KPDXvBHDA8vp9AO6VUu4BcK/xGkKI8wHcCuACADcC+IwQorK6j8RwHXJ6WHNaWG961qPmBw6on4zz9mYQWl3CO96xipAmcfiwhrX2btux2tSUxxXqx9DQEGZmBDIZgZ4eHa2wey68QrkGBiTCYYnpaQ0rgr5QQN6okcqzVSIHCAB6e9UkemquBdKSQyKyWeVaqZKTJ9XP9MhRHXd8Vf39xBPq+vv2ZW3HSmPBzWr6+O7d6lpHjrg9NSPPriKZFDj//Ayuunght/2CC3SMYwj33x/BwkoEvzixCSFN4uyz6SqfAXlPzTPPhLCKVmzerLvSeOpp1KzHMaXRYc1pIVmnRgixFcBNAP7NsvnVAL5o/P1FAK+xbP+alHJNSnkcwBEAz/fVyjrDdcjpYc1pYb3pWY+am+FnF5y1CKHraG8H+vp0rKEFJ2Ln2Y4VxHk14+PjlnLO0m2UeIRyhUKWCmjTrWqxSwORzdY0T8UL06u0aZOx8Kae9zzIcNhzLZOdO9VE/tgx91o1fgwxc9HSGFbwve9FcOBACE8+GUYaEVx8Sd4bIeNxyK4uANX18T171D0ePRpyeVfGjihP1Xnn6RDJZG77BRdksIg47r8/jEceCWNUbsZZZ+m2j5TGqFE6SCmwilZ36Bnqa9SsxzGl0WHNaaFap+bvAPwRAOs3eFBKOQYAxv+bjO1bAJyyHHfa2NawtBO4rRk7rDktrDc9603zdFqFIwHAuVvyT9E3bZJYRBzHJx25BMRGTXt7e25iPjSklxXKBdjXTqEOQTM9NYOD7vZ6GWEAcPbZeaPAOZH3Y0iaBRZe+LxFSAh8+tMtOH4ihLVoHLvffDn0wUHoQ0PI7N+fO6eaPr5li46WFonxcQ0LWXv7J08oT9WePVmIpXz44AUXZJFEBx56KIz77otgHEM47zyLl0bTAAKjpqtLoqVFGTaraHWVc653O9bbmNIMsOa0+NW75JK2QoibAUxKKR8VQlxbxjWFxzZXxujk5CRuu+02hMNhZLNZ3HLLLbj99tsxPj6O9vZ2hEIhLCwsYGBgALOzs5BSYmBgABMTE+gwEvGSySQGBwcxNTUFIQR6e3sxNTWFzs5OZLNZLC0tYWhoCOPj44hEIujq6sL09DS6urqQSqWwsrJihCzMIJ1OIx6PY2ZmBj09PVhZWcHq6mru/NbWVsRiMSQSCfT19WFxcRGpVCq3PxaLIRqNYn5+Hv39/Zifn0c6nc7tp76n8fFxRKPRhr2nmZkZhEKhdXVPjfw5raysYGRkZF3dU6N/TvPz87brN/s9zcwMIpUS2LJlDS2pWUxOTiIajaKvrxdJdODAsRAuH5hHdm0NPT09SExOQh8dhRaLkdxTLBbDM88kAMTR15fC2PHj6F1eRiqVQiqVQnzXLpwZGXF9Tv39AkA3jh/XMdY/j7bFRYQjESwvLaF1ZgaJpaW6fU5jY3sAAC0tc1iencXq5CTa2tuRSaexnMmgc23N9TkNDQ0A6MBzz+lIhcNYMD6HaDSK6cOHEW9vr+r7dPq0mky8710T+Or71nD6jDICd+7NYimUxtL27eqeQiFMnToFIQTC4TBGRkYq7nvbtq3iyJEYnjoE7J2eRrytDalUCiNHBaJYQ2/nGcxPTCAajSKZTCLe2YmtezQcPCzwpS9FsQYNXfu7kFw6geWlJbRddBFmxsZIvk8DA3GcPh3GCmLo6UlicnJe9fdEAlp3N0JLS3Ub9wA09BixHsfySCSCsbGxdXVPjfw5JRIJxONx1z2Vi5AlKtQIIT4K4I0AMgBaAXQCuAvA5QCulVKOCSE2A7hPSnmuEOKPAUBK+VHj/O8D+KCU8gHrdR944AG5d+/eshtaT0ZGRrBjx46gm7GhYM1pYb3pWW+af/3rEdx2WwduvDGF//u+B6AZ69F885sR/MlXn4cbfnczPn7zDyEWF3PnZK64ArKnp9Ala8rIyAjuuONcfPSjMbz73Sv44Ct/Zsvryezbl8sFsfKRj7TiE5+I4b3vXcEfv+oxhE6ezO3Lnnsu9LPOqlub3/zmdnzzm1H8278l8avPO4LQgXzaqr51K7IXXug6J5UChoe7ISUw8fNfInb8YP6cbduQveCCitshJbB9ezeWlgRO/+gRzD10DB/4QAyZrMCr3rUFv/Zn3hpU28ff9KZ2fOtbUfzrvybxG0P35frMe94Twx1jL8Z3v7eIC2d/lm9fWxv+6Hs34LOfVd4rISSOHk6gBwlASsi+vorbUC0ve1kcjz4aBiDxzF/dge3b8t4afWgIWYsnq9astzGlGWDNaSmk92OPPfbo9ddff1mp80uGn0kp/1hKuVVKuROqAMCPpJRvAPANAG82DnszgLuNv78B4FYhRIsQ4iwAewA8XM7NBMXAwEDQTdhwsOa0sN70rDfNzXya886zhwYNDupYRBwnTniU6F2yVyCrJ+qJoRl+JksuvGli5kV4hZ/Vu1hAPvzMnQPkXFPHJBoFduzQIaXAyHRtQv4WF4GlJYH2domO0Cp27NDx27+9hvPPy+Blrypc56faPm4m+B85kg+hS2dUOe4OJHHWwKLteNnejhe/OF8E4fzzs+juFZC9vaQGDZAvFqBpwNBO++rn9VyjBlh/Y0ozwJrT4ldvP+vUfAzAy4QQhwG8zHgNKeUzAO4A8CyA7wG4XUqZLXiVBmB2djboJmw4WHNaWG961pvm5tog5+3NAJYk7sFBiSQ6VIleZ44HQQUxk9nZWYyPl7/wpok1p8a1Vk2d84ImJ/OFApxGWKH2AsDu3arNh0fjtu3Vtnd01FjbZ7MOsaZye667LoM//dNV9GyOFjyv2j5u5gUdOZIv6zwxLpDVBc7ZsojWjKMcd1sbrroqjVBIRZZcfXX1Vd78YhYL2LVLRzhu/4zqvVbOehtTmgHWnBa/eldk1Egp75NS3mz8PSOlvF5Kucf4f9Zy3EeklLullOdKKb/rq4UElArBY2oPa04L603PetPcXKPmwrOXVGUwg4FhDWtoxciIBj1mn9RRVkCTUuaMmsGBTMmFN03MFe5Pn3Z7mlzJ+zXGWiignGptJqan49Bpu2dArK4CursiVynMIgHKqHF4uIq0o9o+bpZ1PnpUy1VAM9tw7takq9/IeBydncCll6rzgjRqzDWFzjkna/MSyVCo7l6j9TamNAOsOS1+9S5ZKGAjwO5FelhzWlhvetaT5svLwPHjGsJhid2bFoCJ/L7WgQ709+uYntYwvtCGbZbzKI2agYGB3MR4uGcZmMvv81p408QafiZbHBP4OnqakkkV8tXaKhGPeyy8WYZRc/hYFHJ/S94QkVJ9WBWGQZm6DQ3pQAXtqD78LO+p0WNtCCHvLTp7eBFiyWFMGsbmJz6xjB/9KIybbw5uQcTnPU8ZVNdck4G+axcgJcTSEvTt21VsYB1ZT2NKs8Ca0xJk+Nm6YWJiovRBTE1hzWlhvelZT5ofOhSClAK7d+toSSXtOzs6sHOnmqSemLKHQ1Hm1IyNTeTDuTodoWcF8mkANf/v6dGxtiYwNd/iXqvG6bmoEfmFN3UIlJ8DBOTDz6w5KSbVGJI5Y3AoW7aHC6i+j/f1SfT06EgmBSaSylNz5oxqw1kDi65+Y4Z1XXhhFu94xxpCAS7n/dKXZnDs2Bx+53fWgFAI+jnnIHvJJSS5PetpTGkWWHNa/OrNRg2QK0XH0MGa08J607OeNC9UJABQydFnnWWEE51ps69yn8moBW4ISKW6kM0K9PXpaNHLD+UCHGvVEIWg5fNppDKcLGEXMhxGsZm76amxhm+ZVGfUqLZs7XeEfRXxcAH++njOMDvdDqlpOU/NtqGULbxRhsNFDasg6O4OJiRpPY0pzQJrTotfvdmoYRiGYYpi5tOcf37WViQAUEZNzlMzEnIbBUQhaBMTqo1eC1kWWnjTxJZX4zSA6tT+iQnLwpsVeGkAYPNmibY2ielpDfMZR3K6D0/Nlj7HuSWMQT/s2WNUQDsagmyN5Yya4WFHXSFe/JBhmDJhowZqsSCGFtacFtabnvWkuc1Ts+gut3vWWcoo8KqARhWCdvKkynUYGpLukLESRkLRCmh1yqvJh5+VX87ZRNOAXbvU5P/YhKNYgJ/wsx6Hp6aEMeinj5uemqNHQ5heacfKqkBHu464I4Kx3hXFmon1NKY0C6w5LX71ZqMGwODgYNBN2HCw5rSw3vSsJ81No+b8XfbKZzIUAmIx7Nyptp04QV8W2WRtrReASnZ3GiKlJudmsYBTp9zhZ87E+VphK+fsfI8yPCS5ZPsx/2Wdc4UCuiszrvz0cbMC2pEjWi4Xa8sW6Yp2Y6Mmz3oaU5oF1pwWv3qzUQNgyrLqNEMDa04L603PetF8bk5gbExDLCaxo3fBvtOIfzbDz44f98jxIFqr5tgxZRh4liUu01Nz5kydjLKFBYSeeAKhZ54BUikA9vCzSiqOmZhGwcFTDk/NykpFZZ3TaWVgCSHR31FZLpKfPm6Gnx09GsLRMXUPw8PudrNRk2e9jCnNBGtOi1+92agBIIokQjL1gTWnhfWmZ71obnpp9u7NIrzizqcB1IKEbW0SiYRHjgdR+Nn0dCTXlkrDuWw5NbUOP5MS4SeegDY2Bu3UKYSefBKAvVBAJeWcTUxPzaFjLSqh3/J+lZSinpwUkFJg0yaJSNaxAGgJD5efPp4PWdTw9HHlqWGjpjjrZUxpJlhzWvzqzUYNgN7e3qCbsOFgzWlhvelZL5ofOKB+Jvbu9ah8Zkw4hQB27DAmqZP+czyqYW5OhY0NbSp/4U0T01Nz6pTm9ur4NWqWlmy6adPTwNKSraSzK8StLKMmXwHNVda5gjZbF96stB1++ngsBmzdmkUmI/D9n3YB8DZquFBAnvUypjQTrDktfvVmowbsXgwC1pwW1pue9aL58ePKU3P22TrgLBJgKb9plnU+NtZuKwMsUikgU/8V4M+cUWV2h3schleJssSA8pZEIhIzMxqW0xH7WjW67mutGqchCADa6Kgl/Kw6T42ZaH/sWAh6rPqyzlajptJ2+O3jOW/T6Q5ICJdRI2MxVRWBAbB+xpRmgjWnhcPPakBnZ2fQTdhwsOa0sN70rBfNT50y1g/ZlnUn4FueolvLOrsWuyTw1szMqBCszT3lL7xpomn5YgFnznisVePDW+Nl1ODMKKaN3+6B/qw7B6gMo6a7W6K/X8fycn4ByxwVhPzljJqhytvht4+b3iYJDZlwKwYG7Ou/cOiZnfUypjQTrDktfvVmowZANpstfRBTU1hzWlhvetaL5qdPq5+JrZvT9kmvELZQrWJlnesdgpbNAlNTyrsy0FHdWitmXs2pU+68Gj9Gmde9L0+toCMzh64uHa3CsfBmJFJ04U0rplFwfLL6CmimUbN1U2ULgAL++7jpqQGA7i0x19uxUWNnvYwpzQRrTotfvdmoAbBElMjK5GHNaWG96VkvmptGzY5+R+hZa6stNGjHDktZZ2KjZmpKQNcF+vt1RLOVLbxpUnStGj9lnT3WXZibE9iGU55FAipZ8NIMQTs8Wn0e09iYCs3b2l+5Mei3j5sV3ABg006P9+PV3G2slzGlmWDNafGrNxs1AIaGhoJuwoaDNaeF9aanXM2//OUoHnywvCfz1KyuqkUiw2GJwQ5HrorDcLFWs3KFb9XZqDHzU4aGPPJfygg/A/LhZ6dPu4sF1Dr8bH5ewzBGsXlTuuJKbVZMT82BEceKlSsrNq9LMapdeBPwP65YPTWbz3bft2sh1w0Oj+P0sOa0+NWbjRoA4+PjQTdhw8Ga08J601OO5gcPanjnO9vxW7/VUa81Hn1hemmGh3WE1xyTXkdo0LZtOjRN4swZDWthx2S0HkZNJpObuI+Pm0aNrHjhTZNinppq2n/4sIZv/zeAVNq1b2ZWIIwM9nSOu/JYyskBMjGNgsMnWlXYmoHQPSqZOVlehvbcc2gZOQINWWzuqdxT43dc2bpVR0uL+gy3nOO+bw4/s8PjOD2sOS1+9WajBkDE8mPA0MCa08J601OO5ocPKw9NIqHh299uvM8oXyRAd3tbHE/Ro1E1SZVS4ORMHcs6ZzIIPfQQIj/8IUIPPQSsrORCqAYHK19406ToWjVVWJz/83+24+2/DTz6qNsL99OfhAEALxg+CjExYd9ZUfiZpayzc9FTD81HRwUeeigE6DrCjz4K7fgJdE8cxiX4JQa7KjcG/Y4roRBw3nnqHs65JGrbJ0OhirTYCPA4Tg9rTotfvdmoAdDV1RV0EzYcrDktrDc95Wh+/Hh+CP7Sl8rzKFBiemq2bdNd3gqv0CAzBO3YuMOoWV1V2fw1QIyPQ0skAADa3BzCjzyCmTMpAEb4WZXhXFZPjedaNWWGcwGArgPPPBNCO5bw3/8dzZ0q29pw4oSGp58Jo7VF4hVXTubuJdfeMj1LgNJb0yRGRjSkwqVD/t70pg688pVxPH3PFMTSElZWgNU1gbNaRhFfdpRSLcMYrMW48qlPLeELX0ji3Oe12YxJOTDg+9rrDR7H6WHNafGrNxs1AKanp4NuwoaDNaeF9aanHM1PnMg/xf/JTyI4erSxhmTTU7N1q9tT42XU5Mo6n4y4jQmf3prZWYFUChALC7btYnkZHU8/gjYsYZ/+y4oX3jSxlnTWQxFV/cu8TIVr1YyOCiwvC3QgiaPHQnjqKfU564ODuPMetbjctdem0eERXSV7esp+n5YWZXDqusCZOUdSvSOX5/RpgcceC0NKgfu/NAZAaQoAvb06tKSjEEQZutViXDn/fB2/8itpQAhkLr0U+ubNyG7fjuz55/u+9nqDx3F6WHNa/OrdWL+gAcGWOD2sOS2sNz3laH7smGk0KC/Gl7/cWN6anKdmOO0OwfL01Bglho/XtgLa1JTARRd14eUvj2Nlxp20vzyRxEvwI2wTp23bZVtbyYU3TdragL4+Hem0wMSEcBcLqCAE7cgRZcR0QFU+++//ViEV48kO/Mf9Z0ETEq94hT3XRkYiyFx4oaeuxTANyZHp4iF/P/yhakMn5vHkfQtYWwNmZ9Xn29Pj9kKV4+Gq+bgSjyO7bx/0889X8YyMDR7H6WHNaWFPTQ1IpVJBN2HDwZrTwnrTU47mJ06oIfh971sFIPHgl09A/vjn0J57rmbhWn4wPTU7N9nLEjvLOZvs2GF4ak5oQBk5HuXy9NMhrKwIPPlkGJ/4sIRuWXj+oYdCePJJ5VUZGsrvkJqG7DnnVPQ+xfJqSnqaVlchxseBtbWcUXPDC+bQ3qbjwHNhHDyo4Yv/1Yuj2Z246KpWbNqkDAm9vx+Z/fuRue46yK1bK2ovkA/5O+oM+XO09wc/UEbNbu04llc0PPpoCImEMvh6ej1C68rw1PC4QgvrTQ9rTotfvdmoAbDio1wnUx2sOS2sNz2lNE+n1eRZCInXvS6FF54zhk2Jw3jsviWETpxA+OGHS1ewqjO5QgG9DqOmgDehXgtwnjyZ/6l65hdp/Pu/q6f4jz0Wwj/+YyuyusANL09g61Y1OZfxODJXXgk5OFjR+xRdq6ZQ+1MpaM8+i8iPf4zw448jfP/9GHlOGakX7FjADTcoj8wdd0Txr1/tRRZhvPjPno/MFVcgfe21yF52GeTQkKeRWA6md+zQqGMl7uXlXB7Q6ipw//0RRJDC77/qGAD1Ohd+5vDUSE0ry1PC4wotrDc9rDktfvVmowZchzwIWHNaWG96Sml+6pSGbFZgyxYdLS3Am29SeQ4/ulc9URfz8wg/8ADgyCGhIpsFRkfVT8SWHsdaKwVK7e7cqSbYIyMasq0Ow8fHompmGNzLX5xESyiD73w3is99rgV/83cdmNL7cPNNKfzmbxrt3rEDmauuAjo7i1zRGzOv5tQpzbXwo2u9GV2HduwYwj/+MUInT+YMCJHNYvnJE2jFKrZszuDGG9NobZF44kAM0wutuOKKDC57vlS5MzWo7pXz1Ix4lHU2Jgg//WkYy8sCLzv3OG5+5RoiYYmnngrhwIl2LCLuDj+LRssK2+NxhRbWmx7WnBZep6YGcB1yelhzWlhvekppblY+Myelr7hmDtGIxFNPh1VOBwCxtobwQw9BTE0VvE69GB8XyGQENm3S0ZItXSQAUHZEX5+O1VWBiWTtws9Mj9Gv3TSH225TCfs/vDeC+Uw7Lvjt/fiNP92GqdYWZJ7/fOjnnVe118MMPztzxqNEssOoCf3iFwgdOgThESa4dmICcSxi87COeBx46UvTSEIZSbffXlvvm9l/Tpwo3OZ77okAkHjVRUcRjwOXXpqBLgXueGQPDmMPent123nlVozjcYUW1pse1pwWXqemBkQ5IZEc1pwW1pueUpofP67yLsxE706RxJVXZgCoJ+smIptF6MknVbwaIbbKZ44JfbGV3s37OTZh95T4Ketshp9t71/Ctddm8JpXK8Pm2leE8dG/TkGeswfZiy6C7O2t6vomZvjZyZNuAwFLS/myzgsL0GZnPa+xtgYsTGewKzSCTQPq+JtuSkGLt+HCCzOuAgF+2bHD4h2Lub1LUqp8mk2YxBUXqQpnL35xBjo0nMR2jGIYnZsd+UNlGjU8rtDCetPDmtPiV282agDE4/Ggm7DhYM1pYb3pKaW56anZtSsL6DrEygouuUQZNUeP2hdsFOk0xMxMfRpaADPkq9xyziZmjseJk+GalXU+dUrpsbVXGVe/8Rtp/NNnkviDD4icU6YWfXzXLmXUHDkSAlpa7GWds9lcjpOzrLQMhyGNcLXxcdWgfZvOwDy9uxv4ytclvvvdRYTca3H6oqNDLTqaSglMLNk1EEtLOHRIw8hICBd3ncDu3er+Lr44i5WezUgjCkAgfslO+/10d5f13jyu0MJ608Oa0+JXbzZqAMwQTxYY1pwa1pueUpqblc927tSBZBKQMhdKdOBEO3RHJSznRLremIbE9q2Zsso5m5iemuPHy1vlvhTpNDA2JqBpEoPxvMeouxu2ssu16OO7d2ehaRLHj2tYW0POUDExPVbOz0LfsQPZPXsAqDVqAGDzZntIV+dwW6FUJN/k1geacq9VY1Y9e8m+yZwBGAoBl/3qMABACIne/VuR3bEDMhqFPjTk6nuF4HGFFtabHtacFr96s1EDoKeCxc6Y2sCa08J601NKczP87Kyz8uFdAwMSsZjEqblOTGbs54vFRdc16onpqTlryBJ2BWNRxiLuhtwE+0SoZF5KOYyOatB1gaEhiUjGXhnHWqGsFn08FlNlqXVdqIVQne1PqipwYnERug48+WQI09OA7OyEHBiADIVyxRWGhx0Vxepl0SDvHTs64fbU3HNPBDEs43kX57WToRBe8+ZWCCGxc6eOcBjQzzsPmZe8BNn9+wGLh6oYPK7QwnrTw5rT4ldvNmrAJfuCgDWnhfWmp5jmum711GRzk31NA3buyGIRcTw54jBqyD01qn07+ssr52ySL+usuTw61XhqzHZs356FWCls1NSqj59zjlEi+VBho+zIY8v4sz+L4aMfi+Fv/zYGGY8Dmga5aRPGxlR7nZ6aurlpkDckj4zGbVXLVhJreOQBoFebw759+XwmGY/jvPMl/vM/k/j856uvSsfjCi2sNz2sOS1c0rkGrAa8FsRGhDWnhfWmp5jm4+MCq6sCfX06OjvtHoydO3Uk0YFfHu5W64UYiLU1gHAhuPwaNQ4PUYnJuVnW+cQJzW0AVeGpMYsEbNuada/bY7l+rfr4OecoA8HLqJk/s4Q/+H2B//3+CI4eU96qwydacHxcHacPDeWMmuFhy0KgsVjVFdnKYdcuw1NzPGwz9J58MoTW7BJedPGM7WOTxqrdL3lJBhdfXP0irzyu0MJ608Oa0+JXbzZqwHXIg4A1p4X1pqeY5idO5EPPgHxYE5A3ap54KuJeK4XIWyNlPvxsuKsyT83QkAqhm53VsJCtnafmrM3Lau0Vsx2RiC1MqlZ93Oapcej/8f+t4zv/dw3hkMSrf2UNlz0vjQV04rvfUxV79P4BnBpTf1s9NaU080s+5M+ex/T002G0YwkvudQepy6rWMPHCx5XaGG96WHNaeF1amoA1yGnhzWnhfWmp5jm+TVqssqCsEz2d+7MIokOPPVUyDX5rItRk05DO3gQoaefVgULACQSAktLAh0dEnGt/HLOgIp+2rHDKOs8bg+HEmtrQCZTUfNMT83OQYeXJ2YvQ1yrPp43alT4nOktW1wEjh/MYEvLNP7qr5dx661pXHVVBgvoxPe+p5LxxydDOLE6hI523bb2Zz3zaQBryF8Ielv+vQ4c0NCBJJ53tr38dK2MGh5XaGG96WHNaeF1ampAaw1WdWYqgzWnhfWmp5jmplGzc6da9d26gOPwzhC01ihOnAhhAQ6jpg7FAkLPPYfQ8ePQTp9G+IEHgIWFnJdm2zYd2kr55ZxNzMT14yP2cCgAFZd1NtuyY8BhXDmuW6s+fu65qu1HjoSQ1UUuxO2IUWb7hbtOYXizKgKwb18Wy6E4HnggjERC4PDhEEYxjM2OIgFOj1ut6e2ViMclkkmBRFq91+wsMDoWwo7YJHZvW8sdK0OhmrWHxxVaWG96WHNa/OrNRg2AmPNHl6k7rDktrDc9xTT3qnxmonV24Pzz1cT66VPdtn318NSIycn839kswo8+itGjahK8bWvGlZxfrJyziRkONTLizquptAJabhHQ3uJGTa36eGcnMDSkY3VV4NSpfDjXkcOqHRfsyrejvR0474o2ZLMC99wTwZEjGqYwgKEt9p/WeoefCZHPqzk+pSqgPfec6mNXnDNtK1Yn43bvmR94XKGF9aaHNafFr95s1ABIJBJBN2HDwZrTwnrTU0xzr8pnOTo6cNFFaoL62BFHBbSlJSBbfWK3i1QKIm1f4V6srUH/+S8QQQq7hx3lnKPRssr95teqCbmNmgo8Ndls3lMz1OnQyXHdWvZxawhazqg5oiyDs8+263/NzepH+DvfieDw4RB0hNB+3nBuv4xGIQnKwpqaH51QRQCefVZ9TqaBnGtPjULPAB5XqGG96WHNafGrNxs1APr6+oJuwoaDNaeF9aanmOZm+NmuXbqtSACg8i/27VN5J08+2+I2CmoYglbIwFgYXcYL8VM8Xzxib1uZHgdrBTTXWi8VGDXj4wKZjMCmTTpadUcYnOOJXi37uGnUHDyoKqDpOtS6NQDO3mMpjdzWhhtvUsbEj34UwbPPKsOn68pzkN29G/qWLchcdlnRdX1qRW6tmlOtkOEwDhxQ7T3vPIdRY1Q+qwU8rtDCetPDmtPiV282agAsEi9qx7Dm1LDe9BTSPJEQmJvT0N4uMTAgc8n5JrK9PeepeeKJsLtYQC0/ywKhYFPTAu1YwnDHvH1HmQnv1rVq/JR1zoWebdWLrlED1LaPn3tuvqwzOjowNiawtKyht0dHX6+lDZ2d2LZNx4UXZpBMCvzkJ6pgwNnnSOh79iB70UVADT0jxbBWQJte7cDoWAixVpn7LKxtrhU8rtDCetPDmtPiV282agCkCNd+YBSsOS2sNz2FNM8XCchCCHeOiexQOTWhkMThwxpWIo5V4muYV+N6b6PS18y0+r+/357wLru7y7ru9u06NE3izBkNa+Hqw89OnVIejh3bMqpymhWHUVPLPu701BQKPZNx9dm84hX5EL5QyG1IULBrl1Fx7lgIvzysvDHnnpu159PUsEgAwOMKNaw3Paw5LX71ZqMGXIc8CFhzWlhvegppni/nrLtyWqSmAbEYYjG1CGQ2K/DcmCOvppZGjcPA0M85B7KrC9PTKpG8vz8/OdeHhqBv2VLWdaNRYMsWHboucHK6w17WOZUqu6yzdY0aV26PI6Srln3cllMTCuPAcWWY7dnj8Hp4GDU7d+qIRmvWlLKxhvw99LQyalz5NDUsEgDwuEIN600Pa04Lr1NTA7gOOT2sOS2sNz2FNDcX3ty50135DO3tuUnnxRerif/jx7rtxywu2ib4fnB5arq6sHDRFbh38Qo8HbkEHS9/PtIvehHSL30psvv3A1r5Pxm5ELQTocrLOi8tIfSLX6DlkQfQh2nsGiq9AGgt+/imTRJdXToWFjRMTAg8fkSFbJ19trdRs29fNrfYptObQ8XwsERLi8TUlIYf/LwbgEc+TY1D4XhcoYX1poc1p4XXqakBXLKPHtacFtabnkKa54sEZF35JdZFGs28ml8e6FCeCQOh6648nEp5+OEQfvVXO/DgvWs2+2gJbXjfn3RgAkMIbd8M0d+rDK0yKp45yed4hFyLTzqLI9hYXUX44YehTU9jZXQeV+Ah7OqYsB/joW0t+7gQylMGAI8/HsZTx7sQ0mQuGR8AZDica4cQwCteocImzPOo0TQV9gcARyY6655PA/C4Qg3rTQ9rTguXdK4B0SBiBTY4rDktrDc9hTS3LrzpTPq3Tv737VMT6KeeCuU8AiZ+iwV8/vMt+NmPsviHv4viL/+yFadPC5wai+ClNw3gK19pQUuLxAc+sFL6QkWwhkOVU9b5ySdDePvtrZj74eO5/JnpaQENOnZkjtqOdXl+UPs+boag3XFHFAsyju3bdbS0WNrg+Eze+95V/I//sYrf+73VmrajEkyjawnt2HOu7iq6VsvKZwCPK9Sw3vSw5rT41ZuNGgDz8/OlD2JqCmtOC+tNTyHNiy28KS1J3BddpMLPnnkmhHSbowKaz7ya554LoQNJRMISTz8Txvve14a3//EmPPdcCHv2ZPHDHy7i1a9Ol75QEazVuEqVdZ6eFnj96zvwzFefw3/9qzKmpASmjYIFAwOOggUe4We17uOmUfOd70SQRIe7SIDD6zEwIPEXf7GCzZtrExpYDaZnRkLDOfvsk4NaFwn4/9t77/i4rjJx/zl3mnqzZEmWe5F7je30akgDQkgIhBogAcJm9wsJP9ouvW+ALGEXAgsJG1hICCWQZEMSpzrFKdhxie04rrJlVVu9zsy95/fHnZGmSFaZ0ZEjvc/nk4/lmTtzz33m+GZeved9D8h9xTTi2zzi3Cyp+pagBiguLh7vIUw6xLlZxLd5BnLe3g51dRaBgHbbFJ9k+Vlenpvt6O1VHDxREHdcKkGN47itirPp5Ac/6OItG0I4DjQFc3jve3t54ok2li5NvS6kv61z8gacsTU1jgM33phNVu1BplPN8897aWhQtLZCMKTIyXaSV5sNkKlJ9xxfuNB1EAyqSFAzcD3NqUTscrNFp2XEPZfuJgEg9xXTiG/ziHOzpOpbghokEh8PxLlZxLd5BnJ+8GB/lsaDnbT3SmJGY9myyBK0I0Vxj6cS1FRVWXR3K2YXt1Naqrn++l6+//0u/v2/4I47utL2y/zoUqiqKgsnM2H5WUxNze23Z7DlyU7W5+xi9aowtqN44EE/de05hPEmZWlg4OVn6c/U9AcIPWQwf2HCGAztPzMSos5zcjTzVyUENWMwXrmvmEV8m0ecm0UyNWkgFEptmYUwcsS5WcS3eQZyvn9/ZFf6+QM0CcjMTGpTHA1qtu/LdZcPRVDhMCQGRMPk9dfd91kysz8wmjlTs+6CwGAvGRV5eVBU5NDdrahrzerbAwci4+/tZfNmL9/5TgYzOcKn/qmXD3ygF4XmiWcyebLzDPawmOKShMJ7pSAjg0TSPcdnzHDIzHQDqoICTeny/p2udUZG2pdypYN162zmzLH54Ad78VSUxj2nx6A1rdxXzCK+zSPOzZKq75G3tJmASB9y84hzs4hv8wzkPHYTx8Rsy0DLmaLLwHbt9qIvy0W1tPQ9p1pbB8xYDEU0qKmsSGhSMAZf0mfPdmhqsjhc5WVGdra7/i5Ce00nN9wwFcdR3HBNI6tXude6fn2YO14+jWdvn0IrxWROOwj0dz/TgcCAraXTPcc9Hvdz2rnTy2mn2ThLl6ACfgiFsOfOHVF7a1MUFGi2bHHnlaaI8KpVWMeP4xQXo4uKhnj1yJH7ilnEt3nEuVnGfJ8apVSGUuplpdR2pdQupdQ3Io8XKaU2KqX2Rf4sjHnNl5RS+5VSe5VSl6Q0QgNIH3LziHOziG/zDOT8wAH3ljtvnjOioGb3bk9S56rRLkHbs8cCNPPKEjqoDVB8nyrz5rnj37vXSrq+zY92UVtrsWpliOvedaLv8SuvDHGCKbS2WoCClcvisjx6kDXXYzHHo0vQTjstDIEA9tKl7n49p+DSs4HQZWXYy5aNSZYG5L5iGvFtHnFuFhP71PQCF2mtVwKrgEuVUmcAXwSe0FovAJ6I/B2l1BLgWmApcCnwM6WUZ6A3PlXITljHLow94twsk8V3fb3ixz8O0NSU3oLo0TCQ87hMTWI75wG+KM+c6ZCTo6mttWiy0xPUvP66hyy6mDE9Zs8Vv39Ue9EMRV9N0E5vUlBTtdNtFvC2C1vx0D+WWfMtzr+4/39N5QuysNetwykuxqmowF6wYMBzjcUcv+mmHt7xjiAf+Uhv2t97IjBZ7iunCuLbPOLcLKn6HjKo0S7Rqk5f5D8NvBO4O/L43cCVkZ/fCdyrte7VWh8C9gPrUxrlGONJbOYvjDni3CyTxfftt2fwzW9mcd112YTD4zuWROdaxwY1A+xRM0CmxrL6d4Xffaww7jk1ioJK24Z9+9zOZxUV/bUqA7VITgfRvXZ27Ejea+fobjeoWT0//jp0bi633NK/18uMGQ66sBB77Vrs5cuJ2ywmhrGY46tW2dx9dydlZePXpvlUZrLcV04VxLd5xLlZUvU9rEXBSimPUmob0ABs1Fq/BJRqrWsBIn9OjRxeARyNeXl15LFTlrYU93wQRo44N8tk8b1zp3tDfP55H7femlxMbpJE5w0Nio4ORUGBQ1FGp1ssH0F7PIMu/4ouQdtxMD++WUAoNOJmAYcOWfT2KuaXtsWfboyK3pcvj9QE7fIQyuwParSGhgOdgGbZzOa41+jcXNavt/nQh3pZvz7c11p5KCbLHD+VEOdmEd/mEedmSdX3sNYbaK1tYJVSqgC4Xym17CSHD7TuI+nXXA0NDVx//fV4vV5s2+aqq67ipptuoq6ujuzsbDweD21tbZSUlNDU1ITWmpKSEurr68mJ/A+4o6OD0tJSGhsbUUpRVFREY2MjeXl52LZNZ2cnZWVl1NXV4fP5yM/P5/jx4+Tn5xMMBunu7qasrIxQKERtbS25ubmcOHGCwsJCuru76enp6Xt9RkYGmZmZNDc3M2XKFNrb2wkGg33PZ2Zm4vf7aW1tpbi4mNbWVkKhUN/zpq+prq4Ov99/yl5TKBSiubl5Ql3Tqfw5BQIBqqqqJtQ1JX5OjqPZtav/1vSjH2Uwb94x3vnO7HG5JoCqqqq+53fuLAIKmDGjm56GetqbmrDDYQoLCzne2wvHjw849yorZwEBtmy1aZ2nCTY0UFBQQGtrKz1795JXWTnsa3rpJT+Qz+KZrTQ0NOD1esnMzKSxuZnstrYx+ZwqKrI5dszHzjcUc1pbIRgkHC6kq0NTUdBOZugoDTHX1DtlCrldXdxySxV5eXm0t9vU1Q39OeXn51NVVSX3CIPXlJubS1VV1YS6plP5c/J6vTQ3N0+oazrVP6fs7Gxqa2sn1DWdyp9TKBSit7c36ZqGi9J6ZGl1pdTXgE7g48AFWutapVQ58LTWeqFS6ksAWuvvRY5/FPi61npz7Pts3rxZL1q0aETnHiuqq6uZPn36eA9jUiHOzTIZfNfUKJYtK6CgwOETn+jl1lszKSlxeOaZtv7lQ52dbu3IIEuY0kmi87vv9nPzzdlce20vP795O54DB/qes2fOxFmyZMD3efFFD5dfnseqVWGe/q+X8Bw50v+6efNwBqkxGYgf/jCD7343kx9c/Qw3Xl3T93h49Wp0aelJXjl6PvzhbB56yM/Pf97J+2Y/h9XUxD/+4eFHt2XiO2Mld3/xVVTMZpzhM89MaoowHCbDHD/VEOdmEd/mEedmGcz31q1bt2zYsGHtUK8fTvezkkiGBqVUJvAW4HXgAeC6yGHXAX+L/PwAcK1SKqCUmgMsAF4e+lLGj5EGdkLqiHOzTAbfu3e7S7OWLrX53Od6OO+8EI2NFp/4RDZOyMazbRu+Z5/F+8wzKAMdbRKdHzjgjm/evAHqaU7STWvJEnf51euvewhnxx837Loax0E1NXFwVxCA+Qmdz8aqpgb6l6Bt395fV3P4sPu/nrXzTsQFNDD61tKTYY6faohzs4hv84hzs6TqezjLz8qBuyMdzCzgPq31Q0qpzcB9SqnrgSPANZEB7VJK3QfsBsLATZHla6csJSUl4z2ESYc4N8tk8B0NapYssfF44Be/6OScc/J48Tk4fO9WFpa4KWzlOHj27SM8xvsPJDqP3XhzJEFNXh7MmGFz9KiHQ00FxOa3h9UBzbbxvPIKVksLRVszWcIC5pTFb/zJGHb4WbnSrR3auTM5qFk99WjcsTorK2kD0uEyGeb4qYY4N4v4No84N0uqvofT/WyH1nq11nqF1nqZ1vqbkcdPaK03aK0XRP5sinnNd7TW87TWC7XWf09phAaor68f+iAhrYhzs0wG37FBDUBpqeaS89s5m+ep3hGf0VCdndA7tm16E51HMzULZveiYgv8lRqyUL+vWcChgvhmAcEg9PQM9jIAPLt3Y7W0EA5DTY3FXA4ybVpM57PMzDHdSDKaqdm504POiQY1kaxVRUKWZoAOcMNlMszxUw1xbhbxbR5xbpZUfZ96WyKPAzlj1PlHGBxxbpbJ4DsxqKG7m8vzniWXdg4eTP7tv2ppGdPxxDoPh93OYwBzi+PPq7Ozhwwq+jbh3JO838vJsjWqpgbr2DEA6uoUYVtRUmyTmRlz/jFcegZQVqYpKXFobbWoasqjrQ1ONFlkZuikVsmpBDWTYY6faohzs4hv84hzs6TqW4IaQRDe9IRCsHevG7gsWuQGAJ433qByhpsJiAYUsajm5qTH0kY4DE5/NqSqyiIcVkyfbpMVHnp/mkSigdquXZ6kpWqDBjWdnXh27er7a/Ux18H06U7cYXqMN5dTClasiNTVvOZnf617vTNnOkmxXCpBjSAIgjC5kaAGtwWdYBZxbpaJ7nv/fotQSDF7tk30e7FqaGDWLPfL9NGjFkF/fEZirDI11u7d+B5/HJ58su8cBw64t9p585ykIORk9TRRopmaAYOaAZoFOGGHB762m7/+yeqLrY4e81JPKdOnJ2RHhnH+VFmxor+u5vWaAgBmz04utUwlqJnoc/xURJybRXybR5ybJVXfEtQApWPUylQYHHFulonuO2npWVcXyrbJyoJp5Tbdtp/Xcs6Ie41qawM7zT1M2tr6Wi4XZWbi2bIFurrYv98d34BNAobxRX7uXIeMDM3Rox7a1MkzNb298PX3H+NPd/Vy3x8D/OpXARwHXmhdziusJ+PM5Wiv2yNGZ2ejy8tHfbnDJVpXs2OHl+2HCgCYPTshY+TxELcuboRM9Dl+KiLOzSK+zSPOzZKqbwlqgMbGxvEewqRDnJtlTHzbtruEy3GGPnaMiQY1ixe7X55jA4fZsx3ayWXrnhy3KD6Ccpzht0QeJlbM+7W2tqJCIbxbt3LoDdfR/LlhSPhN1HAyJV5v/7K6XVX56Jh1W6q3t6/pQWur4pp3Z7Pv8RoyMzQBv+app338559m8uyRuQDMPKuM8EUXETrrLMLnnDPqbmMjYeXKaFDjYcu+QmCAoCY3112rNkrknmIecW4W8W0ecW6WVH1LUAOoFP5HKowOcW6WdPtW1dV4n3wS70sv4d20yS1qGUdi96iB+KBmzhyHVvLZvt2LLiyMe13a62pizht1rjo68GzfDmgWVrSiYoJAHQiA3z+st+6rq9njhwGaBdTWKi6/PJctz4eZWtDL177WzS239KC8Hr7+1/Xs3etBKc2CBbbbmCAvL6UgYiTMmuWQm6upr7fYWVWA16OpSKjtSbymkSL3FPOIc7OIb/OIc7Ok6luCGqCoqGi8hzDpEOdmSZvvUAjPtm14X3sNFVm6pXp6sKqr0/P+o2TXrvjlZ4lBTRt57NjhGfOgJva8uTFf0nuOHGc1r7Iwtybu+JHUkAxVV/Ptb2eyZ4+H1XOb+cY3upk1y2HFCpt/+Tefm+rBzY6McbOzAbEsWL7cravpIouKmQpfwi5pqTYJkHuKecS5WcS3ecS5WVL1LUENkl4cD8S5WdLhW7W24n3+eay6uuTnxrg98sloa4Pqag8ZGZq5c93f/scHNTZt5LFrl4dgTkHca1VLC6Rxx2gVs7SsNbIUrbsbmpotZnurmd69P+74kRTpxwY1Tn5+/Hnb2ti2zY0Sbv1KAyUl/de0/q1Z/Pd/d+L3ay68cPwyatEOaKAoXZDccS3VoEbuKeYR52YR3+YR52aR5WdpIM9A9x8hHnFulpR9h0J4tm4l1NYzYAwwrJ3tx4jo0rOFC203IREOo7r6N3XMylaUzMmit1ex52h+X5E8gAon17iMmp4eVMwyvMycHHQgQH29e5stLU2thXE0C7VnjwcnJ/7zdJrb2L8/0mFtakKdUE4OV14Z4o03WvjBD7oZL/qDGpixJDldpFPcn0DuKeYR52YR3+YR52ZJ1bcENYCd7g5IwpCIc7Ok6lvV17N3e5gbb8zmzjsDyc93d49bXU1i5zOVWIiflcXyVe7P2waoq7HSlGVKPG84M5PwaadxtNFtTlA+LbmhwkgyNcXFmrIyh44ORVVTXlyzgIaqXgiFmDHDJttJuP5IsGCwhGZAom2dAeasjA9qdEYG+Hwpvb/cU8wjzs0ivs0jzs2Sqm8JaoDOzs7xHsKkQ5ybJVXfdVsbuO22AN09ii1bPDjl5Um/WR+vbE1SUDNAy+SVK90v1APW1TQ1pWUc0aCmvl7x2GM+fvLrct513TQ+9ptL2MYqsuaVxWWJnLIyGOHGl/3NAnwQ4//YMYsCWlhUGYaEz/pU2dCystKhsNAhO1szb218MKcLClJ+f7mnmEecm0V8m0ecmyVV396hD5n4lJWVjfcQJh3i3Cyp+G47EeK2f+2kvcP9HUhLq0VtzjzKrUNx2QnV2oqeMiXlsY6UXbvc21hfUJO4uWVubl9L4W3bBuiAloZMzZ49Fpt+EuTQpkxqat0gaxezOISbfcjJmc7SD+cTPn2ROz7HSRrHcFi61ObJJ33s2uXhirfl911rdbVFPq0sn6uSu6ulmAFJF14v/PWvHYTDkF2Rj3NiGlZNDToQwJ47N+X3l3uKecS5WcS3ecS5WVL1LZkaoG6AwmdhbBHnZhmt73AYPnddF7U1iukVNvPm2nSSzbYDBckduMYhU6O1G1BAzMabA2Zq+ovsQ9kJ+7x0d0NPz6jH4Dhw5ZW5PPyHXmpqPWRnOZx5RojrbmrnD39oZ8uWVg4ebOGMM2xQCp2fP6qABgbvgBYNapbOjK+nSbVOJd0sX26zerV7DfaKFYQuuojweee5a+NSRO4p5hHnZhHf5hHnZknVt2RqAN8p8pvMyYQ4N8tofX/1q5kceOEgi3IdPv/5Hh55xMejB8vZscPLJevGP6g5dkzR1mZRXOwwdaoGrQdcflaQqZk92+bwYQ979/lYkZcXl6FRzc3o8vJRjeHQIYvGRsVFuW3c8pluKhe4DQuOLHIonx0e+g1GQDSo2b07PqiJLj+rTPgl16kW1CQxzD16hoPcU8wjzs0ivs0jzs2Sqm/J1AD5Ce1RhbFHnJtlNL6bmxV3/dLLNKuOW27poaREM2eOQy3lbm1KQuW56uoy3iwg2sZ46VLbHUpXV9/+OYBbw5LpFupHszXbt3uSajhS2a9m2zYPWXSxcH6QJYvdgEb7fOSVlIz6PQdjwQIbr1dz8KBFh5ULSuE4UFNjkUk38wvj22GeKvU0JpB7innEuVnEt3nEuVlS9S1BDXD8+PHxHsKkQ5ybZTS+H3nER6F9nGWLgyxc6NZpzFjgo5V8duzwgMeDTih0T8ySjDWvvOIGNWvXhgc8f+yX+mizgO3bPeiEDb6sFJoF7NjhJY825syJqWXJzR2TOe73Q2WljdaK19/woXNyaGhQhMKKokKHnGBL/AsmUVAj9xTziHOziG/ziHOzpOpbghokEh8PxLlZRuP7oYd8lFHH+vX9S6jK15SQkQFHjnhoaVHjXlfz8stuUBMd48mDmoRmAbFZpo4O6O0d1Ri2b/eQS3t8UJOTM2ZzPK6uJj+fY8fc2/j06QO0jD7Vl5+lEbmnmEecm0V8m0ecm0UyNWkgGAyO9xAmHeLcLCP13dEBTz3hoZzaviwIgDWttO9L9c6dnuSgpjVh48cxJBh0l34BrFs3SDvnmPFFC9R37PAQ1L7ksZ84MeIxaO0GNXm0MXtOzLK3vLwxm+OJdTXV1e5tvKIiPqjRWVng8YzJGE5F5J5iHnFuFvFtHnFullR9S1ADdHeP3y7bkxVxbpaR+t640UdOsImllb1EG3Vpnw9dVNS3M/z27W6mIBaTmZodOzz09ioqK20KCrR7/pMENQUFmgULbHp7FTt2eHASl6CNoq7m8GGL1laLmQWtFMU2NMvJGbM53rdXTaQDWjRTkxTUTKIsDcg9ZTwQ52YR3+YR52ZJ1bcENUgf8vFAnJtlpL4feshPGXWsW9efpdGlpaAUy5e7j+3c6UkqRFednW4faANE62n6lseFw2575r7BqLgNKmOPfeUVb9KeOqPJ1Gzb5sHCZuns9tjVbOicnDGb47HLz5ycXKqPudmYxOVnky2okXuKecS5WcS3ecS5WWSfmjQgfcjNI87NMhLfPT1upiYxqHGmTgX6a1N27PCC1ztuzQKi9TTRMSZlabKywIq/xUWPffllr9sBLbF72zD3q1F1dVh797LvlQ5y6GDOnJjgLzMTvN4xm+NlZZqiIoeWFotjdV721rjZsqRMzSRqEgByTxkPxLlZxLd5xLlZUvUtQQ3gT+NeCcLwEOdmGYnvZ57xYXW0sXh2p7v3C6A9HnRxMQCLF9t4PJp9+yy6uhi3ZgFDNgkYYEPH2EwNXi9O4vK5YWRrrIMH8W7bhufQIXh2M8t4jTmz45sEwNjNcaX6szWPPuqnvreAggInMSk16TI1ck8xjzg3i/g2jzg3S6q+JagBcifZbzRPBcS5WUbi+4EHfJRSH7/0bMqUvqxHRgYsXGjjOCppZ3sw0yygulpRW2uRn++wYIEz4HkHylRUVjrk5zvU1FhUV6sRt3ZWzc149u1z31+7NTVFNDEntklA5LxjOcejdTV/+YvbYnt6YpbGsiAhgzbRkXuKecS5WcS3ecS5WVL1LUENcGIUa+mF1BDnZhmu71DI3Z9mKg0DLj2LEl2CNmAHNAOZmv6lZ3bfCrPEDTQTmxiAG5etXeuOfcR1NcEgnm3b3GgGaGxUdHRa5OU6xL5NNEMylnM8mqnZvNlHCwVJS88YYOndREfuKeYR52YR3+YR52ZJ1ffk+r/eIBQWFg59kJBWxLlZhuv7hRe8dDaHWFp+nOnTdd/j0aVnUZYv76+rSQpqOjvBthlLok0C+gKvYNCtiekbhBowqIl9TbSuRsd8+Vc9PRD7PlG0xrNzJypmL5uDh9zXzZnjxDcJiPymaSzneDSoAWgjj4qYzyp2DJMJuaeYR5ybRXybR5ybJVXfEtQgLfvGA3EOe/ZYfPnLmbS3A93deLZtw7Nly5gs3xqu7z//2c9UGjj99JilZ3l57pqzGKJtnXfs8IDP5xbl971Aj3m2JrHzmWppiXte5+aC1zvga+PqajwDtKUeYAla12uH+d1trRw40H/LfLVpDjVMi196Fgj0Lfsayzm+cKGNZbmBjIOHsvlZcc9PtnoakHvKeCDOzSK+zSPOzSItndNAzzA7HgnpY7I7D4fhox/N4Wc/y+De31p4X34Zq64Oq7ERz6uvgpO8O3wqDMd3TY3ivvv8lFLPOefELD0rKUk6dtky9/nduz2EQslLvRKXgqWT7m43mLIszZo14QHP5xQUDPr6NWvCKKXZscNDdzdJS9CsxPR3dzd/+/5hHv67n1tvzaCpyX3/R46uYCunkX/+MnRODjozE3vp0r5lX2M5x7OyYN68/jlSsTw+WzZYlmoiM9nvKeOBODeL+DaPODdLqr4lqEH6kI8Hk935b37j5403PICm9akdcfurqJ6epMxDqgzH93/9VwahoOaKM2qYNi1m6dkAQU1eHsydaxMMKt54w4NOSBmPZVCzbZuXcFixZIlNdJVVUj3NSYKavDy30D4cVu4Gool1NQmZmoYdjTy+0c36tLVb3P6zXHqXrmTbDh8AlRvKCZ9zDuHzz0fH1B6N9RyPNgsoLnbIXT2nL1vmlJUlLRecDEz2e8p4IM7NIr7NI87NIvvUpAHpQ26eyey8rQ2+971MABayl+O7kwvj1PHjaTtfU5Pi3nu73MxEdRPeF17A8+KLqMbGvmOOH1fcfXeAQpq56or+AEv7fIP+1j9aV7N9uycpM5LuoCyWV15xN5vs23TTcZKWuyUGWYmsW+eO/eWXvej8fLTH0/ec6u2Fjo6+v9/7sy5CYcXKFWEKChz+unsxn/7iFJqaLIqKnKRNL6OM9RyP1tUsXGhDVhbhc88l9Ja3YK9aNabnPVWZzPeU8UKcm0V8m0ecm0X2qUkDGQn1AsLYM5md33ZbJidOWFy6qpol3jeoqfUk1aYPVNcxWj772SxuvnkuF1yQy4dWHOafPxTmrh9142zegnXwIAB33BGgu1tx9dnVzI7dc6WkJG6DylhWr3aDipde8kJubnxgEArFBQYj4cQJxXvfm8Nf/+ob8PnYzmfg7k+jYpbr6UAAMjNPeo64uhrLSsrsWJHMz+HDFpv/rx1LaT74wV7++aZeWlQh99wTANwucIPoGfM5ftllITIzNW97W8h9QKlB64gmA5P5njJeiHOziG/ziHOzpOpbghogc4gvQEL6mazOq6osfv7zAFl08r33vMTMme6X8cOHPXHHWa2tbn/lNPCPf7hfdFfMbiHf20lTs8UTT/j43vcy6N76Bt2bX+POX7obXn38iqNxrx2onibKeee5gcGmTV6321iasjUPPeRj40Yfn/hENs8+G/8lffdui02b3GAn2sUsaenZMLqnxHVA08l1NdHWzv/xXY3P6eWcc8JMn65Zslxz4xcCfcetXBlmMMZ6ji9danPsWAs33tg79MGTgMl6TxlPxLlZxLd5xLlZUvUtQQ3QPIbr/4WBmazOv/GNTIJBxU0X72b+7CBz57rZhv0HPOjYnXS1Htbu9kPR1gbHjln4/Q5P3V/N//xPJ9/8RhdFhQ6v7/Xy9a9n8ucfN3BaxzN8ctXzLJ7R3v9ipU5am7F8uU1+vkNVlYeqKispmLBGGdQcPOgGeOGw4rrrstm/371NvfGGxbvelUtHh+Ltbw8yZ05k083EzmcnqaeJMneuw5QpDo2Nljv2hE041YkT7N1r8eSfO/FYmquuCrrvnZfHzZ8NcsEFbsB57rmDBzWTdY6PF+LbPOLcLOLbPOLcLKn6lqAGmJLwW1ph7JmMzl9+2cNf/+onI+DwqXcdAej7Yv7M8WU45eVxxyd14RoFe/e6AcKCBWG87S1YFixY4PDNb3YxY7rNsRoPj230k00nH7n8WNxrnYIC8A28BAzA4+n/Ur9pkzdtzQIOHnRvS2VlDi0tii9c08C++17j+it6aGy0uOCCEP/93519y75Gk6lRKiFbk1hXEwrx42+FKdDNXHhhmNJS3ffeHg/ce28HzzzTxoUXDh7UTMY5Pp6Ib/OIc7OIb/OIc7Ok6luCGqC9vX3og4S0Mtmcaw3/9m9ud6rPXV9DSb77m/958xxC+Nj4xtykrEg6mgXs2eN+UZ8zpyvuy/+UKfC1b4dZstj9Ur5ggR23oSMQ18lrMKJBzbPPuoFBbIGJ6uyEYHDEYz5wwB3zL3/ZyVsqD5Fd9TrfurGF2Q2vcOm6Ov73fzv6t83p7o7bEFNb1rA3nozW1WzeHFk+F5OtaWmBlx5uo9R7givfFfP+kSyQ39/fKGEwJtscH2/Et3nEuVnEt3nEuVlS9S1BDRAcxRcvITUmm/O//MXHli1eSkv7szQAFRUOrYGpHKrycYIp8bvbd3cPvLv9CHj9dTdAmDuj1Q0yYvC/5Uw+d1seN/1TD5+9pTuu4F17vTjTpg35/uee6y7DevZZH9rjTQooRpqtcRy3OB9g+fIwd3zlAAUFbjarcn6Y/7n5JbIC/cFEUpYmL69vn5ihOPtsN6h57jm3bic2qNm920Mp9Zy+uJkpMSvThpMFijLZ5vh4I77NI87NIr7NI87NkqrvydsqJwbpQ26eyeS8pwe++U23+O1LX+omp72+7zmPBwoWT4VtsG2nn7cWFMR1PrNOnMDJykp8y2ETDWrOXBx/o9A5OZCVhef0NZy+sgfV3U24txcVDILj4EydCoHAQG8Zx8KFDqWlDvX1Fnv3WiwpKMAT015ZtbSgS0uHPd6aGkVPj6KkxCEvD7yBFr7yZZstW7xcdFGIbMA+cACnsrLv/eOuawRBx+rVNjk5mgMHPFRXK6ZPmUJ0Adprr3kpoZFlS/uXl+msLDdFM0wm0xw/FRDf5hHnZhHf5hHnZpF9atKA9CE3z2Ry/otfBDh61MOSJWE++I7jqJgdc7XHw6y17hfxbdu8yV24UlyCFq2pmerbF/d4XDF9Rga6sBBdVoYzcybO7NnulvXDQKmEbE1iB7QRZmqiTQLmznWgsxMVDjNtmuYd7wiRne0e4zl0yO2AQHIzguE0CYji9cLZZ/ePndxcdKQl8q5d7q0xdkneSAImmFxz/FRAfJtHnJtFfJtHnJtF9qlJA9KyzzyTxXljo+JHP3Kv9dvf7sbbGP8PVk+Zwuq17s/btnmS62pOnHALckZBa6uittYiM1MzpyB+z5jEzTJTIa6uJrFZQFubu6ZsmESbBMyda6NaWwc+SGu8O3fi2bEDlbD+dqSBR+zYo3U1DQ2KhkYP2VlOXyMHGFnABJNnjp8qiG/ziHOziG/ziHOzSEvnNOAfwZISIT1MFuff/34mHR2Kiy8OcsEFYaz6+rjnndJSVq1yv1hv3epF5+X1ZQsAVDg8+Jf7Idizx/3nXbkgTGZPfG2Ozs8f1XsOxPnn9wcGtj8THbN5lnIcN7AZJrGZmpNdt2pvx6qpiQv4Rro8LHbsmzb5+var2bXLHcOSJXZcec5IA8HJMsdPFcS3ecS5WcS3ecS5WVL1LUEN0DrKL43C6JkMzjs74be/9WNZmm98oxs6OuKL9ZVCT53K/PkOOTmamhqL+gZr4GzNKIjW06yc30ZXjG/t8UBOzqjecyBmznSYNcumtdVi505PSq2dT5ap0UPsNOyMYi3u4sU2U6Y41NRYHDhg4RQVxQQ1MVkar3fEzibDHD+VEN/mEedmEd/mEedmSdW3BDVA8Uk2GBTGhsng/LXXPITDisWLbRYudJKzNEVF4PNhWfRla7Zv9+AkBjWNjaM6fzSoWTXrBHl5eX2P64KCuNbL6SBuv5oU6mqimZp5c8JJGZ7wmjVxWawoOhDAXrAAZ/78EY7abZQWt3wuJ5dtu93099LYJgGjcDYZ5viphPg2jzg3i/g2jzg3S6q+JahBIvHxYDI437nT/QK+YoVbbG41NMQ9r2MyC6tWucds3ZrcLMBqbR3Vfi/RoGZx2Qk6Y1pDj7Q2ZDicf75bcL9pkw9nlJma2HbOc0taUTG1ODoQgLw87NNOQ2dlof1+nGnTCK9dS/iCC3DmzRt2K+dEzjvPHfszz/jYu9diX8tUCvIdpk+PWdo2CmeTYY6fSohv84hzs4hv84hzs6TqW1o6A6FQaLyHMOlIt3PV0oJnzx4IhdCZmZCVhc7MxCkpgWFuxphuduxwg4oVK2x3k8iEf6xOzOaW0UzNtm0eyMxE5+b2F8FrjWpsRFdUjOj80aBm/pQm7I6ErEOaOecc9/1ffNFLMJCL1+NB2W6gpkIhdy1etH3ZIETbOU+d6pDnJCw9i9QA6cJCwuedl9axRzM1zz3n5ZlnfBynmCVLquL37RlhAwKQ+4ppxLd5xLlZxLd5xLlZUvUtmRqkD/l4kFbnWuPZvh3V2orq6sI6cQLr6FE8b7yB7/nnR718K1V27uwPahLrYpyCgrh9YNascQOAbdu8aI0bjMWQmOUZiqYmRUODRV5WiKmZ7RTGfClPZ5OAKKWlmspKm64uxbbt3qRzDCdb098kYIB6mjEYc5S5cx0qKhyamix+9asAxylm2bL+Vs4oNarzy33FLOLbPOLcLOLbPOLcLLJPTRqQPuTmSadz1dqK6u4e9HnP/v1pO9dwCQbdXekBli0LYyV8qU9sBjBrlkNRkUNDg8WePVbShpXq+PERtUaOZmlOm9+EpTTNkfOPpkPYcFm/3s14bNmS3No5bj+Z7m48L76Id+NGvC+8gOe117Cqqqje5Wam5sxJ7nw2lkGNUv1L0A4c8NBFNgvPLuh73ikrcze1GSFyXzGL+DaPODeL+DaPODeL7FOTBrKHWBYjpJ90OldDZDFUa6u7/Mkge/d6CIUU8+bZ5OYmZyqSOoQpuOIK94v1vfcG3NbOMcGHsm1UU9Owz//66xY5tHNWmRvQZUQ6h43F0rMoa9e6Qc0//jHAfjUxQY3njTewWlrca2prw6quxrNnD57nN7OQ15k/J4TqiN9XZyyDGoDzzutfnjdzpk3JJcuxFyzAXrgQe8mSUb2n3FfMIr7NI87NIr7NI87NkqrvIYMapdQMpdRTSqk9SqldSqlPRx4vUkptVErti/xZGPOaLyml9iul9iqlLklphAbweDzjPYRJRzqdJy7NsmfPRifU0Vi1tWk733CI1tMsX25DTw8qtlDfsgYMLt73vl4A/vhHP2Hbbfccy1DBG46Dam7GOnSI0NMvcQFPs6zYvW4rUkRvJqjxJHdA6+iAUAhsm8adjfz2t35uvz0QF2vW1ysWsI+V2W8k7z/j843ZuAHOOad/He9554UhEMCZNw9nzpxRn1vuK2YR3+YR52YR3+YR52ZJ1fdwMjVh4LNa68XAGcBNSqklwBeBJ7TWC4AnIn8n8ty1wFLgUuBnSqlTela0jWBzQCE9pM15V1f8b/WVcr+MzpwZd5hVU5Oe8w2TaFCzcmU4OUuTlwcD/MNdu9ZmwQKb+nqLp57yxjUSgMHralRLC56XX8b7+ON4X3oJz969NB9wl29Nn+4uWevq6nLdJHRWSycLF7r77Rw96qH+hC8psNz2ZBuf+UAXt3w6wMN/9/PiSz42buwPGOrq3NvRQrUv7nVjnaUBqKjQzJ/v1tFEl6KlitxXzCK+zSPOzSK+zSPOzZKq7yGDGq11rdZ6a+TndmAPUAG8E7g7ctjdwJWRn98J3Ku17tVaHwL2A+tTGuUYU5JQlC2MPely3n2oga4u+v6z8wvA58MpK0PHtPhVXV1g8Oa0Y4dbg7F8uZ0c1AySLVGqP1vz+98H0FOmuBtlRp/v6Um+BtvG8+qrWE1NcS2Qq6vda58+3f2inldcTHjp0iE7kKWCxwNr1vTX1cS2dt6yxcOn3hdmx2MnUAqWL3OP+/2TMwjOmY+jFfX17phLS+Nrh0wENQDf/nYXH/1oL29/e3qCGrmvmEV8m0ecm0V8m0ecmyVV3yOqflVKzQZWAy8BpVrrWnADH6VU9NfKFcCLMS+rjjwWR0NDA9dffz1erxfbtrnqqqu46aabqKurIzs7G4/HQ1tbGyUlJTQ1NaG1pqSkhPr6enIiO3t3dHRQWlpKY2MjSimKiopobGwkLy8P27bp7OykrKyMuro6fD4f+fn5HD9+nPz8fILBIN3d3ZSVlXHgwAGKi4vJzc3lxIkTFBYW0t3dTU9PT9/rMzIyyMzMpLm5mSlTptDe3k4wGOx7PjMzE7/fT2trK8XFxbS2thIKhfqeN31NdXV1+P3+U/aaDhw4wPTp01O6prvums0r/9lDMf07vffMncXPH2ujvb2Z8uxsequqCIfDFBYWUv+Pf6CWLUvrNbW98AL+hgayZ86kpqyMvMJCQiGbnTvdzS4LCw/TtG8fuVrT1tZGVnY2HbZNR1XVgNd0+eXFfPvbmTz8sJe6RhsrFCK7rQ2/309HRweZhw/TXFLS9zk17t5NYX09Xp+Prs5O8vLyqKvroa09h8xMh2BuLw3T53Hc58Nv25R0dY3p3Fu5cj6bNvl4+ukeLvyEn56GBnJycnjssVyKOc7l557gsrccZcoUD9/6Vhn318/jTztgmfc4oXCYgnyb9vYGenv9fdcUWLaMlpqaMf/3tGyZj7PPzqe+Pj3/no4ePUpWVpbcIwxdk9YapdSEuqZT/XMKhUJYljWhrulU/px6enqYOnXqhLqmU/1zCofDZGVlTahrOpU/p/r6eiorK5OuabgoHbN2/aQHKpUDPAN8R2v9F6VUi9a6IOb5Zq11oVLqp8BmrfX/Rh6/E3hYa/3n2PfbvHmzXrRo0bAHOpYcPXqUGTNmjPcwJhWpOg+HYdnCLNY1byQrwwEFwV7Y6Gzg9l9qrr46hKqtxbt9e99rdCBA+IILRrwz/GAkvr89cybOkiXs32+xfn0+06Y5vPbqcXxPPBH3utBFF520A9nVV+fw1FM+fvCDLm645ADe117rv4b8fMJnntn3d+uNN+jeeZDXdnpoa7ewPX4OtpXw8/vKmL66iAeecLMepub43//u4wMfyOGcc0I8cG8Dvk2b6O6GT34ym3AYfvazTqKJqv/bmMW1v76Cc88Nc8tnuviPq7exfmETX/taT/8bKkXoLW8ZcLneqY7cV8wivs0jzs0ivs0jzs0ymO+tW7du2bBhw9qhXj+sTI1Sygf8Gfid1vovkYfrlVLlkSxNORBd8F8NxI5oOmC2oGGESHrRPKk637zZi7f5OBXlYX74w26Ugr8/m8/f7sjmpz8Nc9VVIZg6FR27CWRvL6qpCZ2muhKrujrp787cuWzf7taSrFgRjuv6BaBzcoZsqfz+9/fy1FM+7rnHz/UfjPekWluhp4e6lkzuu89P3Z+6qd2dje24gdpW1lATSYyev6IXcBsUmJrjp53mLit79VUvdiALbyDAqy+ECYUVixaGiV15d+41RWTfB88+62PRogBbWcM7yuMDQJ2T86YMaEDuK6YR3+YR52YR3+YR52ZJ1fdwup8p4E5gj9b6tpinHgCui/x8HfC3mMevVUoFlFJzgAXAyymNcoypr68f7yFMOlJ1/tBDPkqpZ926cF/i5fz3FjFlisO2bV5eeMELHk/Sfi+pdkELh+Hzn8/kF7drrIQWy8pxsA4eZOfOk9TTDGNn+ssvD5Gbq9m61cueg5lJNSVWYyMf/GAO3/q6n6OvuU0Sli0N85YNId7+4Ww+9rEePvWpHm6+uT/jYWqOT52qmTXLprNT8frrbhe0V15xfaxbZ8cdmzV3Ku99r1tD9OtfB+ggF8+yyrhjnKIiI+MeC+S+YhbxbR5xbhbxbR5xbpZUfQ8nU3M28CFgp1JqW+SxfwW+D9ynlLoeOAJcA6C13qWUug/Yjds57SattZ30rqcQ0bWAgjlSce448H8PellOQ9wXZf+MqVx/fS+33prJT38a4OyzwzjTpsV1PlN1dbBkCVij26Lpvvv8/OpXGczlGG/7jmLOnPjlm1Z1Na+/uhzIYOXK5L1lnGEENZmZcNVVQe6+O8A99wRYet1UPDGbUTa8WsfWrSuYk1XHZ27oYsUKm6ws0NnZhM/VQPJGpCbn+Gmn2VRVeXjlFQ+VZxaybZsbeK1b178XjPZ40MXFXH99L3fdlUE47EamhWtmYM9x967Rubk4c+caG3e6kfuKWcS3ecS5WcS3ecS5WVL1PZzuZ89prZXWeoXWelXkv4e11ie01hu01gsifzbFvOY7Wut5WuuFWuu/pzRCQUhg61YPvXUtlBX1MneuWzOifT50QQHXX99LIKB55BE/+/ZZbgex2E0sw2FUY+OozhsMwq23uptYTqea//1fP0klabZD5/ZDAKxYFkQldCsbTqYG4Npr3QzGn//sJ1RSFvfc9ifbCNDD5afXc8YZbkADjGm75pEQ3a9myxYvm14roadXMWe2TUlJzN4zJSVgWSxe7MTtETNvvsZZuJDwhg3Y69dDIGB8/IIgCIIgvPkY3a+rJxgdCbuXC2NPKs4feshPGXVxS8/01KmgFCUlmve+NwjAHXdkuHuzlMUHBdbx46M6729/G+DIEQ+r5jZTkdPC7j1etmyJr/c4cQLy26opL+hkek5LXJtlnZHhpmGGwfr1NrNn29TWWjy/LT9uCdqWLR4qOMZbV9fFvUafZKmWyTnevwmnl/ufmIKNh/Xrw3HHODHLAm+4obfv59mzT+mk7oiQ+4pZxLd5xLlZxLd5xLlZUvUtQQ1QmlB3IYw9o3WuNTz4gJdp1LB+ff8XYCemuOyf/smtJbn3Xj/Hjys3KxCDGkVQ09UFP/qRm6X5+g0HuPpqN7vw+9/7CeYVoSPBSlWVBwuHd8zZgafmWPzYh5mlAbdB29VXu8HZH//oxykvB6CzE/bs8TDXOszpi+KXtp0sqDE5x5cvt/H7NXv3enjo4QAtFMQvPbOsuM/k8stDXHhhiGuu6WUiZfrlvmIW8W0ecW4W8W0ecW6WVH1LUAM0jnI5kjB6Rut8924PHYebKMntZuFCN6jRHk/cl+TKSoeLLw7S06O4664AuqgofiPO7m43OhgBd90VoK7OYuWKEBdWHmHDhhDTym1q6zz87tl52PPmAXDwoHue0ypqkrqjnSzoGIhrrnGDmgce8NNV4Gabtm/3YDuKNQvb4gIAnZt70q5qJud4IOAGNgBtbRb5s/OpqIhZejZlCnj7y/m8Xvjznzv4xS+6jI3RBHJfMYv4No84N4v4No84N0uqviWoAVSa9i0Rhs9onT/4oI8ZHGXtWruv1l+Xlye1/f3kJ/trUvB4krIk1gg2c2pvh9tvd7M03/iXaqxgL14vfOADQWw8fP3ns/ju3XP57Fem8Jf73RqQgZZRObH9jIdBZaXDypVh2tsVj23KxSkqYssWNxg47bT49x+qS5jpOR5dggaw+orSuKDSmTXL6FjGC7mvmEV8m0ecm0V8m0ecmyVV3xLUAEVv4raxb1ZG6/yRB+mrp4niVFQkHXfuuWEKChz27fO4DQOKi+OeH8kStDvuyODECYvTTw9zwfwjfY+vXm0zbU0xTa0+fvCjbP52YAUBv+b09SFWr44POnQgwGjWVr373W625k9/8hMsmca2bW7wFt0Ppu/9h/Bpeo7HBjUXv8uPvX499uzZhE87LemzmKjIfcUs4ts84tws4ts84twsqfqWoAZJL44HUedtbfDTnwZobR06Ot+/36J5TyM5mWGWLossPcvMHLBWxeuFiy92617+/ndfUmcwdeKE2xt6CHbs8HDbbZFams/UYtX3F+crBTd9bwrnnx/iYx/r4Sd/yOY/d67iX34+h8D8CnR+vrs0LiMDe/lyGMVvIK66KohSmsce8/F/W6fT0e1leoVNaWlM2zWlhgxqTM/xM84I4/drFiywWbHCRhcU4CxalFTfNJGR+4pZxLd5xLlZxLd5xLlZUvU9nH1qJjx5eXnjPYRTHtXcDF1d7pfSk9RuDJeo89tvz+A//iOT3bs9/PQ/O7COHoXubpyZM+nrVQxUVys++MEcZvAap51m44vMXGfatEHPcdllIe67L8Ajj/j4f/8vD+33o4Ju5kPZNqql5aTBQFsbfPSj2QSDik9+qJmzvS+hQjHdzAIBZq8t5P77Y7t15OKU5I7CyMCUl2vOPTfMpk0+vvTVfCqYyrtOq4o7Ruflgc930vcxPccrKjSPP95OYaEzmlhuQiD3FbOIb/OIc7OIb/OIc7Ok6lsyNYBtT5w2smnFtrGOHsX73HN4X3oJ786deDdvhlBo6NcO+dau82efdb+M/+lPfppePIBnzx48hw/jfeGFvmL+Xbs8XHJJHtVv9LCiorFvDxcYeOlZlIsuCuH3a15+2et2QRvBEjSt4eabszl0yMOqJV185x2bUAnXbVdWjir7MlKiS9Bqay1qmJZcTzOMrmrjMceXLbPjGgRMNuS+YhbxbR5xbhbxbR5xbpZUfUtQA3SOsBPWZMA6fBjvU0/h2bULFdM3XHV3Yx0+nPL7d3Z20tlJX41IKKR4/K76/vOEw3i3bWPTU4rLL8+lttbiitWH+PrXu4kmV5yCgrhsTiK5uW5tjeMoHnsseQnayZoF/M//+HnwfsXs7AbuuXkTgXB8Zy577lz0SQKqdHLFFUECATc4cEqmMq8yPpDSw9h0U+a4ecS5WcS3ecS5WcS3ecS5WVL1LUENUJawOeNkpb3drVs5tKWV+qf20lhjowf4Rbt1+HDK2ZqysjK2bPESDisKChxyaePpRx16evqPqdrZyXevPUh7u+Jd7+zhp1/aT3Z2//PO9OlDnueyy9wsxyOP+JIzNa2tEFmOFsv2vxzhsS++yKU8wi8++jTTs5vjnnfKy3EqK0dwtamRl9dfH/TWSx30rBl9z+msrGEFNTLHzSPOzSK+zSPOzSK+zSPOzZKqbwlqgLq6uqEPmuC0tcFpp+Wzfn0+H3lrG5/9bDaf/kw299yTXD+jbDvlbE1dXR0vvOAWxlx7bZCLltXS0WmxaZO7HK2rC358e4CpoWN88dKX+Z8PPYw/3N33em1Z6GFs0nTJJW4w8OSTPrqdgLufS+y1xCxBcxz41bea+PEnqvCFutiwIcRZZyUv9bKXLx/dRafAv/1bN1deGeTmm3twKiuxFy3q6yaGNfQ/Y5nj5hHnZhHf5hHnZhHf5hHnZknVtwQ1gG+IIuvJwMaNPo4ft8jJ0awur6G8zEahefhhH4eZhT17dtzxqWZrfD4fmze7Qc2ZZ4b5+JXHAHj47143uPhVgPp6D7Nm2nzu2gNYwd641+upU4csjge3YH3VqjBdXYpnn/XiJGRrokvQGhsV11yTw33/0YTtKN7x9iAfuS7hnHl52GvWDCuISDeVlQ533dXJ7NkOWBbO7Nk4ixYRl7o6CTLHzSPOzSK+zSPOzSK+zSPOzZKqbwlqgPz8/PEewrjz4INuRuYbN9fy0x81c9tt3VxwQZig4+Vf/3c1zvz56JjJlmq2JjMzn3/8IxLUnB7knCXHmVpiU1/v4ce3B3j+xQCZGZpPf7onqdma9niw584d9rkuvdQNvh5+2D9gs4CmJsWFF+bx9FMe5uXW8/nPd/P+9wfxekHn5OBMn054+XLCZ545rEDqVETmuHnEuVnEt3nEuVnEt3nEuVlS9S1BDXB8BBsxjpq2NlR9fVo6h6Wbri54/HH3y/rb11b3PX7NNb10ZBTz4MOZPPdiBk5itqaqatTX8+yzXXR3KyorbUo8TXiwuewyd8PGZ1/J5VVWc8MNPZSX9xf1aMvCnjmT8LnnuoUmw+Tyy90xPvqoDzu/EO3x9D2nent5+Hed1NRYnLOonn//XjurV0X2wAkECJ9zDvayZW5TgDdxb2Ijc1yIQ5ybRXybR5ybRXybR5ybJVXfEtQw9pG4OnYM3wsv4H31VbzPPIN16BCcQm0Cn3rKR1eXYvXqMOVWQ9/jhYXwtuvddsFf/nIm4Rmz0N7+rY1UOOwGNqNg9243Y3LmmeG+upbzzw+RneXQSAmXfGQKp9+w0N280udz60fOPx9nyRLIyBjRuZYutZkxw6a+3mLrtuSGAS//xe269i/vOcqUmG1rJtJGkfLbJvOIc7OIb/OIc7OIb/OIc7NIpiYNBAfogJU2bBvP66/3/VWFw3j27sW7aZO70eRA7cUM89BDbpbmXZe0otrb+59Qig9+No/ycocdO7z84c9ZOHPmxL3WOnzYrbAfIS+95K4pO+uscF9dS2Ym3HhjL5d/OJfvfKcLZ+ZMwm95C+ENG9z6kUBgVNenFLztbW625t57/XEbdjY1wfHt9WT4bc5bWBP3OmcCBTVjOseFARHnZhHf5hHnZhHf5hHnZknVtwQ1QHd399AHjRLryJGkTRvBXfbk2bULKybgGQ+CQbfdMcAVp1fHPefk55NV4OerX3X9fPvbmbQXJ2drVFPTiM5p27BlSyYAZ63tRLW19T23dq3N5/49m8zM6AnSs+Trwx92i/7/8IcArYGSvmt4+WUfXsJ88Ky9ZKuE7moJGZ03M2M5x4WBEedmEd/mEedmEd/mEedmSdW3BDWMYR9y23aXmp0E6+hRCIfH5vzD4LnnvLS2WixaZDMnM76VXrRl8jXXBFm5MkxtrcVDj2ShE3xZ9fWMhN27PXR0eJgxw2Z6Rvz6SZ2bO+qMzMlYtMjhvPNCdHYq7vlDZl+25sUX3eDm3ct3x4+jqAhiam/e7EivffOIc7OIb/OIc7OIb/OIc7PIPjVpYKz6kFtHj6JiUmna48GeNQsd0xJYOY7bQGCceOghdxnYFZd1YjUnbDI5dSrgdjC+5hr3Op56youTsD+Mqq8f0TK6aCvn2KVnfeccxkaSo+WGG9xszZ13BrBLyzlxAva+4cHv06xZFZ9N05FrnyhIr33ziHOziG/ziHOziG/ziHOzyD41acCf2DM4Hdg21sGDcQ85M2fiLF6c3EWstjb95x8Gtg0PPxyppzm7Ji4w0dnZcXugXHCB+6X/mWd8OEVT4juIBYOolpZhnze66WZsk4C+847hkq9LLw1RUeGwf7+Hp7aX8NyrbkHaqlXh/uVuERL3s3mzMyZzXDgp4tws4ts84tws4ts84twsqfqWoAbITdhlPh1Y1dVJWZpoMOMkLt86ccItbjHMyy97aWiwmD3bZnFhfGDlJGQqFi92KCtzqK+32LPXm5TJUMOMrrXuX/J19qpWVE9P/3OW5S77GiO8XvjYx9xsza9+FeD+l2cBcMYZ8cv/dE4OZGWN2TjGg7GY48LJEedmEd/mEedmEd/mEedmSdW3BDXAiYQlUCnjOFgHD9LdDW1t7n9NuTPp0ZFakbw894tzFK1HXJeSDh580M3SvONtvVjHG+Oe04lLzJTbchncFtCJS9CGM37HgdtvD9DQYFFS2E1l9474cxYWumvdxpAPfagXv1/z6KM+/v7abAJ+zerV8e21J1LXsyhpn+PCkIhzs4hv84hzs4hv84hzs6TqW4IaoLCwMK3vp2pq2PxUmOuvz+aTN+bw8RvzqLx8NZWVBezb5ypPzNaompqB3mrM0Lq/69k7z6lDxeybo/1+9AC9wi+4wM1oPP20D11SEr8ErafHjd4G4fhxxXvfm8M3v5mFlxDfecdTSTU8JupYios1V10VRGtFF9lUnp6btO3NRKungfTPcWFoxLlZxLd5xLlZxLd5xLlZUvUtQQ3pb9ln76vinnv8aBQ52Q6t+TPw5/jp6FB89atu8YZTXh73Gqu5GWKWYo01Bw9aHD7sobDQYc20+KVneurUAVspRzM1L7zgpTfsQScU9VuDLEF7/nkv55+fxzNPwOz8Ezzy1Se47Iz4TTt1bi7OjBmpXNKwiTYMAFhzRXwAo71edEGBkXGYRNpSmkecm0V8m0ecm0V8m0ecm0VaOqeBnjQGE6qlhacf6OH4CQ/TK2x+8YsuHtw1hX/8o5WcHM2jj/p55hkvZGej8/LiXjtYUDAWPPmkm6W58MIw3uPxS8cS62milJVpFi+26e5WvPxyche0xPHbNtz2Hc03rtjLstrH+czCh3jqW49x+qLmuA2WdH4+4fXrx3zpWZQ1a2ze+c4gq1aFOeuaEnRMYZozY0ba9sY5lUjnHBeGhzg3i/g2jzg3i/g2jzg3S6q+JaghvX3Ig28c4a9/cwOG97wnCKUlkJXF1Kmam292P6yvfCUT2x4gW5OGLmjt7dDUNPSX8ieecIv1LzvrOKq3P3OhPckZmFguvNDN1jz9tNssIK49dVeXOwCgrk5x1VU5bPzRG5TrGq69so0vf7mHaFOxaIrRKSggvG4d+Hwju9AU+fWvO3nyyXYy83yE167FnjkTu7ISZ/58o+MwhfTaN484N4v4No84N4v4No84N4vsU5MG0taHPBjk8d+coKXFYt5cm7VrbZyZM/uevvHGHqZPt3ntNS/33ONPrqtpbYWurlGf3rbhHe/IZfHifP74x8Hb4vX0wHPPRTI1i4/FPaenTDnpppPR1s5PP+0Dny+pW5lVX8+OHR7OOy+Pl5+1mZ9Xzxe/2MN73hOKe9vm5macKVOw161z25KNJ3l5OEuW4MydO6E23IxFeu2bR5ybRXybR5ybRXybR5ybRfapSQMZiZXio6Tr9Woe/Jv7pfiaa4KQlRm370pmJnz1q+56we98J5MOOxMnoX4jlWzNI4/42LHDSyik+OQns/nJTwID7on54oteuroUy5aFmeoMb+lZlLPOCuP3a7Zt89DUpJLbU9fW8sMfZnD8uMUV647y/e93sWJFpAmBUuicHJypU3GWL8c+7bQJG0ScaqRrjgvDR5ybRXybR5ybRXybR5ybJVXfEtQAmYk7Lw4X23b7FANozcN31NPRabFoYZgVKyJZmoT6jKuuCrFmTZj6eouf/CQDPW1a3PNWCl3QfvpTt2X0eee52ZR//zr8+FNH0PsOQmdn33FPPOFmaS49vx0VWS4GuEHHEEFNVhacfnoYrRWbNnmTmgro9k52POue61v/dJjYmM1esIDwOedgr1mDb948YzU0QgpzXBg14tws4ts84tws4ts84twsqfqWb5W4S6GGRGusPXvwPv003o0b8T36KL6NG/Ft3IjnpZfofHE3Gx9wWx6/5z0h8Fg4FRVJb2NZ8O1vu0vM7rgjg9bssrigQHV2nrQ18mBs2eLhxRd95OU5/Pa3Hdz5362c732eV+87wq8/X4Xv2WfxvvAC1uHDbNroBmKXrKyOew8nPx+GsZtrbGtn/H6cmGxUVZVFTmsNc6b3MC0Q3288trHAsJwLaUN8m0ecm0V8m0ecm0V8m0ecmyVV3xLUAFNOUhi/e7fF8eMKq6oKT1UVqqfH3dMluq5La6zmZh6/s47ubsXyZWEWL7bR5eWDBghnnGFz5pkhOjsVf34wJy4oALCOHRvwdSfjpz91U3Yf+UiQ3Fy46owjfOOLzQT8mqef8fHSSx5UWxvNz71OxRvPsCirijXT4rNCiRtuDkZ/XY0XrcGJyTbt2uVhGjW8Y+1RFP1r33RODmRn9/39ZM6F9CO+zSPOzSK+zSPOzSK+zSPOzZKqbwlqgPbYJVgxPPWUl3POyWf58nz+6wvHOXp04K5iXV3w6KPukq53vcv9wh/bIGAgPvxht6Xxb38biAsKIFJXM1AxzCAcOWLxwAM+vF7Nxz/udlizqqtZssTm/R9wz3PXXQFaW2HHDi9ewly7eAv+tqa49xmqnibKihU2JSUOR4542LHD43ZBi9TGvPaahwx6uHjW6yd978GcC2OD+DaPODeL+DaPODeL+DaPODdLqr4lqIG4PVOiaA233uqu7fP2dvLixh4+/4Vsvv/9DI4fjxwTqQl5/HFfXy3N4sU2Oj8fnZ9/0nNecUWQ/HyHV1/1sr2uvC8oAFDBIOrEiZO8Op477gjgOIqrrgpSUaGhrQ2rpQWAt2wIsWxpmLZ2i7vuCrBtu3uelSvt+OvNzo7LpJwMjweuvNJ19sc/+sHjQZeVEQrD3r3u+6+o7Ih7TWJDgYGcC2OH+DaPODeL+DaPODeL+DaPODdLqr4lqGHgvtgvvODlpZe8FBY6PPmbvVz81iABv2b7Di//ett0ms68mPDFF9O+/jxue2w1DUzlnVc76OxswkuXDnnOzEx473vdD+83v8tEJ3YRG2bDgNZWxe9+5zYIuOkmd78Zq7q/Vsay4Pov5LA5+y385pXlvLLFPbavI1mE4WZporz73e7Y77/f7/ZLmDaNgwcsenoVFdNsItvQAKAzMiBho1Hp/W4W8W0ecW4W8W0ecW4W8W0ecW4W2acmDQzUF/uHP3RrVD75yV4W5x/jox8NcvvtnUwrt3nu8Cw+/slcbBt+86dCtjTNI7jqNJZ89iLC556b9AV+MD78YTcIue++AB0F8UvQVH29211tCO68M0BHh+L880MsX26DbScFRMWnVfDlbzvsZwFPOheQXZHH1Knxy9uGW08TZe1am9mzbWprLZ5/3osuKmLb626mZ9myhIBpgPeW3u9mEd/mEedmEd/mEedmEd/mEedmkX1q0kBiC7ktWzw884yPnBzNJ9/X6HYkA/Lz4f/7QpCeglIee8zPv/5rJj/5iRv83HJLT2L35iFZssRh3bowHR2KvzxThg4E+p5Ttu0GNiehulpx223u+T/9abeWRtXVocLhvmO0z4cuLeXDHw6yYUOILrIpfPt67AUL+pbPORUV6IT9coZCKbj66pglaErx5N4ZACxdmrC0bYDIW9okmkV8m0ecm0V8m0ecm0V8m0ecm0VaOqcBf0KXsmigcMMNPRR2xWc9SpcWcddvg/h8ml/+MoOaGotFi2wuvzw0qnNHszV3/yYDp7w87rmhlqB96UtZdHUprrgi2Ndm2Tp6NO4Yp6ICLAul4L//u5NvfauL/+9zvTjz5hG+6CJC556LvXz5qMZ+zTVuUPPAA36amxWPvDYbhWbxkv6gRvt8AwZMic6FsUV8m0ecm0V8m0ecm0V8m0ecmyVV3xLUAK2trX0/79rl4e9/95OZqfnUp3qxElJhTlkZZ58d5rbbuvoeu+WW7lHvI3nllUFyczX/+IeXPe3T456zTpyA3t4BX/fooz7+7//85ORovvvdyFg6OvoaBPSNd3r/exYWam66qZeiosjSM6932M0BBqKy0mHlyjDt7YpvfSuTpnA+U+dlkxPzlrq0NGkDUoh3Low94ts84tws4ts84tws4ts84twsqfqWoAYojuwT43Y8c7M0H/pQL1P9Laju7r7jtGX11Z584ANBbr21ixtv7OHKK0eXpQE3prjmGjdwufOPJejc3P4ntcY6dow//cnHj38coKFBgW3Tc/Q4X/ucG5h88YvdTJvm/uw5dCjuvZ3CQsjJGfXYhkO0YcDdd7vR9fRz4gOzgTYghX7nghnEt3nEuVnEt3nEuVnEt3nEuVlS9S1Bjda0trQQDsPNN2fx4IN+/H7Nv/xLDyph+ZcuLnazGxFuuKGX7363O/ahUfGxj7lBze9/H6A5Jz4oOPbCMT75iSy++c0sVi3P4b/et417Pr2TyuqnuXL+Nj5xfZcb/OzenbRppzNjRmoDGwZXXRVEKY3WbjZm2dunYS9YgDNlCuFly9CxbdBikN9+mEV8m0ecm0V8m0ecm0V8m0ecm0UyNSlivfEGzovb+OgHfPzmNwEyMjR33tlJxTQneelZQs1LuliyxOGCC0J0dSnu2ji3r4Af4KH7whRznBkzbGaEDvLy49089bS70edXPriXjJeex/Pqq3iOHIl7Tx0IDFign27KyzXnnuvW8/h8mjPOCOPMm4e9bh16+vRBXxcKjT67JYwc8W0ecW4W8W0ecW4W8W0ecW6WVH1P6qBGNTTQuf0Qd34vi56NLzI7/wT339/O2y7rxfPqq6iYehbt8aBHuJfLSLjpJrd72S/uyiFY7AZP9fWKF17wMs86xIN/buL/bt/BJRcHycl2eMfbg1RWOqiuLqyGhrj30l4v9po1jLrQZ4REGwasWxcedomO9H43i/g2jzg3i/g2jzg3i/g2jzg3i+xTM1q6u7G27+D738/kwEEfM4s7eOQrj3Pm1P14tmxJDhRKS8HjGbPhXHRRmMWLberqLP766lwAHnzIj+0orj7nGHM6XqO8JMRHPhLkl7/s4v3vH3jXVR0IED79dHR+/piNNZFrrw3y3e928cMfdg19cATp/W4W8W0ecW4W8W0ecW4W8W0ecW4W2admtCgFuTlc854gs2cF+cY3uqmY5uDZu9ftOhaDzszErqwc8+H80z+52Zrbfl1GQ28em57xotBccUUwaSncQEGLzsoifPrpENtswAAeD9x4Yy+LFjnDfk12Cl3XhJEjvs0jzs0ivs0jzs0ivs0jzs2Squ/JG9RkZGCvX8+KK2fwpS81MUg9Ozo72w0UMjLGfEjvfneQ0lKH3bu9/MttiwmFFaefHu7rbtY3pkg2Jrx2LToyAZwpU9xxZmWN+TjTgWcMs15CMuLbPOLcLOLbPOLcLOLbPOLcLKn6nrxBDYBl4SxaRNO8OegBWpjp3FzC69cbCWgAAgH4+MfdOp5Hds4ihG/AdtH2ggVgWejiYsLnnktowwbsdevcN3iT0NbWNt5DmFSIb/OIc7OIb/OIc7OIb/OIc7Ok6nvIoEYpdZdSqkEp9VrMY0VKqY1KqX2RPwtjnvuSUmq/UmqvUuqSlEZniMLFiwmfdVbcki6noMANaAwHCh/9aC9ZWRoHD7POKmXWrPglXTo7G52494vPZ3CE6aGkpGS8hzCpEN/mEedmEd/mEedmEd/mEedmSdX3cDI1/wNcmvDYF4EntNYLgCcif0cptQS4Flgaec3PlFKnfO6uqakJIvUo4ZUrCa9Ygb1+/bgEC4WF7h45OTmaD365NOl5u7LSLcB5k9PU1DTeQ5hUiG/ziHOziG/ziHOziG/ziHOzpOp7yKBGa70JSDzLO4G7Iz/fDVwZ8/i9WuterfUhYD+wPqURGkDrSM2KZaHLy9HTphlrhzwQX/hCD0eOtLDsjMy4vXGc4mK3C9sEoM+5YATxbR5xbhbxbR5xbhbxbR5xbpZUfScXkgyPUq11bWQAtUqp6AYuFcCLMcdVRx5LoqGhgeuvvx6v14tt21x11VXcdNNN1NXVkZ2djcfjoa2tjZKSEpqamtBaU1JSQn19PTk5OQB0dHRQWlpKY2MjSimKiopobGwkLy8P27bp7OykrKyMuro6fD4f+fn5HD9+nPz8fILBIN3d3ZSVlREMBqmtrSU3N5cTJ05QWFhId3c3PT09fa/PyMggMzOT5uZmpkyZQnt7O8FgsO/5zMxM/H4/ra2tFBcX09raSigU6nt+1Nc0dy4t3d3k5OYSLC6ms6pqWNdUV1eH3+8/Na+pqIhgMEhzc/OIPqdT/ZpGM/dMXZPf76eqqmpCXdOp/jkBVMX8e50I13Qqf06FhYVUVVVNqGs61T+n3NxcqqqqJtQ1ncqfk9/vp7m5eUJd06n+OeXk5FBbWzuhrulU/pyCwSC9vb1J1zRc1HCiIqXUbOAhrfWyyN9btNYFMc83a60LlVI/BTZrrf838vidwMNa6z8nvufmzZv1okWLhj3QsaSqqopZs2aN9zAmFeLcLOLbPOLcLOLbPOLcLOLbPOLcLIP53rp165YNGzasHer1o11jVa+UKgeI/BndqbIamBFz3HSgZpTnMEY0whTMIc7NIr7NI87NIr7NI87NIr7NI87Nkqrv0QY1DwDXRX6+DvhbzOPXKqUCSqk5wALg5ZRGKAiCIAiCIAiCcBKG09L5HmAzsFApVa2Uuh74PvBWpdQ+4K2Rv6O13gXcB+wGHgFu0lrbYzX4dNHR0THeQ5h0iHOziG/ziHOziG/ziHOziG/ziHOzpOp7yEYBWuv3DfLUhkGO/w7wnVQGZZrSCdJR7M2EODeL+DaPODeL+DaPODeL+DaPODdLqr7Hr2/xKURjY+N4D2HSIc7NIr7NI87NIr7NI87NIr7NI87NkqpvCWoANQE2s3yzIc7NIr7NI87NIr7NI87NIr7NI87NFSHU5wAABvhJREFUkqpvCWqAoqKi8R7CpEOcm0V8m0ecm0V8m0ecm0V8m0ecmyVV3xLUIOnF8UCcm0V8m0ecm0V8m0ecm0V8m0ecm0WWn6WBvLy88R7CpEOcm0V8m0ecm0V8m0ecm0V8m0ecmyVV3xLUALZ9ynednnCIc7OIb/OIc7OIb/OIc7OIb/OIc7Ok6luCGqCzs3O8hzDpEOdmEd/mEedmEd/mEedmEd/mEedmSdW3BDVAWVnZeA9h0iHOzSK+zSPOzSK+zSPOzSK+zSPOzZKqbwlqgLq6uvEewqRDnJtFfJtHnJtFfJtHnJtFfJtHnJslVd8S1AB//etfx3sIkw5xbhbxbR5xbhbxbR5xbhbxbR5xbpZUfUtQA/zlL38Z7yFMOsS5WcS3ecS5WcS3ecS5WcS3ecS5WVL1LUENEA6Hx3sIkw5xbhbxbR5xbhbxbR5xbhbxbR5xbpZUfSutdZqGMjKeeOKJRqBqXE6eQFNTU3FRUdHx8R7HZEKcm0V8m0ecm0V8m0ecm0V8m0ecm+Ukvmdt2LChZKjXj1tQIwiCIAiCIAiCkA5k+ZkgCIIgCIIgCG9qJKgRBEEQBEEQBOFNjQQ1giAIgiAIgiC8qZn0QY1S6lKl1F6l1H6l1BfHezwTDaXUDKXUU0qpPUqpXUqpT0ce/7pS6phSalvkv8vHe6wTCaXUYaXUzojbf0QeK1JKbVRK7Yv8WTje45wIKKUWxszjbUqpNqXUZ2SOpxel1F1KqQal1Gsxjw06p5VSX4rc1/cqpS4Zn1G/eRnE9w+UUq8rpXYope5XShVEHp+tlOqOmes/H7eBv4kZxPmg9xGZ46kxiO8/xLg+rJTaFnlc5niKnOT7YNru45O6UYBSygO8AbwVqAZeAd6ntd49rgObQCilyoFyrfVWpVQusAW4EngP0KG1/uF4jm+iopQ6DKzVWh+PeexWoElr/f1IAF+otf7CeI1xIhK5pxwDTgc+iszxtKGUOg/oAH6jtV4WeWzAOa2UWgLcA6wHpgGPA5Vaa3uchv+mYxDfFwNPaq3DSql/B4j4ng08FD1OGB2DOP86A9xHZI6nzkC+E57/EdCqtf6mzPHUOcn3wY+Qpvv4ZM/UrAf2a60Paq2DwL3AO8d5TBMKrXWt1npr5Od2YA9QMb6jmrS8E7g78vPduDcTIb1sAA5orU+JdvUTCa31JqAp4eHB5vQ7gXu11r1a60PAftz7vTBMBvKttX5Max3dSOJFYLrxgU1gBpnjgyFzPEVO5lsppXB/+XqP0UFNYE7yfTBt9/HJHtRUAEdj/l6NfOEeMyK/6VgNvBR56J8jyxjukqVQaUcDjymltiilPhF5rFRrXQvuzQWYOm6jm7hcS/z/BGWOjy2DzWm5t489HwP+HvP3OUqpV5VSzyilzh2vQU1QBrqPyBwfW84F6rXW+2IekzmeJhK+D6btPj7Zgxo1wGOTdz3eGKKUygH+DHxGa90G3AHMA1YBtcCPxm90E5KztdZrgMuAmyJpdmEMUUr5gSuAP0Yekjk+fsi9fQxRSv0bEAZ+F3moFpiptV4N3AL8XimVN17jm2AMdh+ROT62vI/4X1DJHE8TA3wfHPTQAR476Ryf7EFNNTAj5u/TgZpxGsuERSnlw53Av9Na/wVAa12vtba11g7wSyRtnla01jWRPxuA+3H91kfWtEbXtjaM3wgnJJcBW7XW9SBz3BCDzWm5t48RSqnrgLcDH9CRotzI8pATkZ+3AAeAyvEb5cThJPcRmeNjhFLKC1wF/CH6mMzx9DDQ90HSeB+f7EHNK8ACpdScyG9ZrwUeGOcxTSgi61LvBPZorW+Lebw85rB3Aa8lvlYYHUqp7EgRHkqpbOBiXL8PANdFDrsO+Nv4jHDCEvebPZnjRhhsTj8AXKuUCiil5gALgJfHYXwTCqXUpcAXgCu01l0xj5dEmmSglJqL6/vg+IxyYnGS+4jM8bHjLcDrWuvq6AMyx1NnsO+DpPE+7k3vkN9cRDq4/DPwKOAB7tJa7xrnYU00zgY+BOyMtkYE/hV4n1JqFW4q8TDwyfEY3ASlFLjfvX/gBX6vtX5EKfUKcJ9S6nrgCHDNOI5xQqGUysLtohg7j2+VOZ4+lFL3ABcAxUqpauBrwPcZYE5rrXcppe4DduMuk7pJukKNjEF8fwkIABsj95cXtdY3AucB31RKhQEbuFFrPdyCdyHCIM4vGOg+InM8dQbyrbW+k+TaSJA5ng4G+z6Ytvv4pG7pLAiCIAiCIAjCm5/JvvxMEARBEARBEIQ3ORLUCIIgCIIgCILwpkaCGkEQBEEQBEEQ3tRIUCMIgiAIgiAIwpsaCWoEQRAEQRAEQXhTI0GNIAiCIAiCIAhvaiSoEQRBEARBEAThTc3/D4fbz48hLDGXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_tema(alpha=0.17467610372152031, beta=0.5170741241525788, \n",
    "          gamma=0.3818439833819738, ser=series, ser_to_plot=series, model_type='mul', n_preds=48)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Теперь модель стала учитывать тенденцию дисперсии и ее предсказания стали более корректными.\n",
    "\n",
    "### Вывод\n",
    "Для текущего датасета самой подходящей моделью является тройной экспоненицалное сглаживания по мультипликативной схеме"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2 Приближение стационарного временного ряда со статистикой пассажиров авиакомпании"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Приведем исходный нестационарный ряд к стационарному"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results of Dickey-Fuller Test:\n",
      "Test Statistic                -1.606233e+01\n",
      "p-value                        5.621297e-29\n",
      "#Lags Used                     1.300000e+01\n",
      "Number of Observations Used    1.180000e+02\n",
      "Critical Value (1%)           -3.487022e+00\n",
      "Critical Value (5%)           -2.886363e+00\n",
      "Critical Value (10%)          -2.580009e+00\n",
      "dtype: float64\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\statsmodels\\regression\\linear_model.py:1434: RuntimeWarning: invalid value encountered in sqrt\n",
      "  return rho, np.sqrt(sigmasq)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "airlines_passengers = pd.read_csv(\"Series/international-airline-passengers.csv\")\n",
    "series = airlines_passengers['Count']\n",
    "series_stationary = boxcox(series, lmbda=0.01)\n",
    "series_stationary = np.diff(series_stationary, 12)\n",
    "tsplot(series_stationary)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Проверим как выглядят самые простые способы приближения данных. Для приближения стационарного процесса не подойдут двойное и тройное экспоненциальные сглаживания, так как остутствует тренд и сезонность."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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nmv/tscceXHHFFVkYnUJ/Ix15UOgf/PKXv+Sdd96xfdz8+fP5y1/+kvQ333zzDY899lifz7IlCyNHjrT82zvvvJN99tmHmpoampubzc8fffRRZsyYwYwZM5g9ezZffPFF2uOZO3cuTz/9dMa/sYvW1lZOOukkpk6dykknnURbW1vc302ZMoXp06czc+ZMDjvsMPPzq6++moULFzoyFkXEHUB/eFIUBg6UPCjIUPKQv5DD//qjWJuSBQUZuq7bPqa4uJiFCxea//3yl7/MwsgUcoF05EEh+2htbeXDDz/kwAMPtH3snDlzuOSSS5L+Jh4RTyUL/WG02X///XnyySe3I++jRo3iueee46233uLnP/95yvvLR/zlL3/h4IMP5sMPP+Tggw9Oaix55plnWLhwIQsWLDA/+9GPfpTSwGIViog7ANUbVkGGkgcFGUoe8hf97RFXsqAgw+lewXPnzuVnP/sZRx99NPvuuy8vvvgiAIFAgLlz5zJ9+nQOPvhg3nzzTaB3M3/11Vczffp0ZsyYwT/+8Q+eeOIJZs6cyT777MPo0aOZOXMmp59+OgCPP/4406dP58ADD+Taa681r7tgwQKOPPJIDjnkEM4991x8Pl+fcW3dupUjjjiCQw45hBNPPJElS5YA8OCDD5re/Mcff5xTTjmFUCgUd1zQ1zs1ffp0pkyZkvT+5PMDXHHFFTz44IMAfPLJJxx77LEceuihnHLKKWZrweOOO46PP/7YPEaQkLfeeoszzjjD/PzWW29l3rx5211n+fLl1NfXmx68G2+8kVmzZnHggQdyySWX9CFYxx13HPvttx8zZ85k5MiReDye7cYsMG/ePG699Vbz32eccQZvvfVWRvMCsGrVKk466SQOOuggDjnkEFavXs1bb71lzv3MmTP5zW9+Y/5eRGTss88+5vP473//y+GHH87BBx/MSSedxJYtWwD497//zQUXXICu633u65ZbbuHKK6/c7r7eeOMNampqzOcvX+uHP/yh+ezOPvtsDj30UA444ADuvffe7eYK4OOPP+a4445LeQ0rz+jpp59m1qxZ5r+nTJnCDTfcwCGHHML06dNZtmzZdscIyPc9d+5cfvGLXzB79mz22msvU0Z+85vf8O677zJz5kxuv/12IpEI119/PbNmzWLGjBnmPb711lscf/zxXHDBBUyfPp1rr72Wu+++27zWvHnz+Otf/4rP5+PEE080x/fCCy8kHF8yTJ48mVGjRm33+f77709VVRUA++67Lxs3bkx5rmTvgcCUKVO49tprOfzwwzn88MNZtWqV+d2777673XPL5D7nz59vyu8ZZ5xh+xmNHDmS1tZWNm/ebOu4eFBJCA5g06ZNjB49OtfDUMgTKHlQkKHkIX8hE/H+8IgrWdixUF1Tk/C7rj//meC55wLgvfdeSn/2s4S/bW1pcWxM33zzDc899xyrV6/m+OOPZ/Hixdx1110AvP322yxbtoxTTjmFDz74gAcffJC1a9fyxhtvUFBQQGtrK9XV1Zx88sm89dZb/PWvf+Whhx4CYOPGjVx77bW89tprVFVVccopp/D8888zbdo0brrpJp588klKS0u5+eabuf322/uQyerqaubPn09BQQErVqzgoosu4uWXXza/f+ONN7jjjjt4/PHH8Xg8/POf/9xuXALPPPMMtbW1NDc3m6Giie4vEUKhEFdeeSUPPPAAdXV1PPHEE1x//fX89a9/zfj5//73v2f8+PHmvy+44ALzWVx00UW8+OKLHHXUUUCvIeTOO+9kypQpjBw5Mi0dlMm8QK9n75JLLuHYY48lEAgQjUZZv349BxxwgDn3ApFIhJKSEhYuXGjKB8C0adN4+eWX0TSNf//739xyyy1cf/31nHPOOaxcuZIbbriBMWPGAPD888/z9ttvmwYRGTfeeCM77bST+W8R/eH3+9lrr71ob2+nqqqKW2+9lerqavx+P7NmzeL444+nJsm7mOgazc3Nlp7R+++/z/HHH9/ns9raWl5//XXuvvtu/vrXv3LLLbdYuv6mTZuYP38+y5Yt46yzzuKEE07gmmuu6fOu3XvvvZSWlvLqq6/S09PDnDlzOPTQQwH46KOPePvttxk9ejSfffYZV111Feeffz4ATz31FI899hhFRUX8+9//pqKigubmZo488kjmzJmDpmnmODo7OznmmGPijvEf//gHEydOtHQ/9913Xx8jRSIkew9klJeX88orr/DQQw9x1VVXmc8k3nNLdp9HH310XKPKddddxyGHHMKWLVtMw3hjYyNNTU1xx61pGqeccgqapvH973+fcw2dDr2Givfee2872bALRcQdgGpJoyBDyYOCDCUP+Qs5NL0/POJKFhSyjRNPPBGXy8W4ceMYM2YMy5cv57333uOCCy4AYMKECYwcOZKVK1fy+uuvc95555mFoaqrqxOe9+OPP2bGjBnU1dUBcOqpp/LOO+9QUFDA0qVLmTNnDtBr3Np33337HOt2u7njjjt44IEHAFi5ciXr168H4KuvvuKhhx7i9ttvp7y8HMDWuICE9wfw5JNPsmjRIqCXtO65554sX76cr7/+mpNPPhnoJZgNDQ3m+S688EKKiooA8Pv9Sa8t45NPPiEajbLXXnuZn7355pvccsst+P1+2tramDhxoklAAoEAhYWF5m9FyyoxZo/HwxVXXMHs2bMB+Pvf/86jjz4KwNq1a7n44oszmpfOzk42btzIscceC2DecyL4/f64v9mwYQM/+MEP2Lx5M6FQqI8X9Wc/+xm77bYbBxxwAN3d3Tz44IM89thjuN3uPud45pln2Guvvfj000/7XG/mzJls2LCBo48+2vTC3nHHHTz//PMArF+/npUrV1JTU2P+XjxbeU7jXePDDz9M+YyglwTGFtoUz2zKlCk899xzSZ+bjGOOOQaXy8XEiRMTkr/XXnuNL7/80vTSdnR0sHLlSrxeL3vvvbdpzJ08eTJNTU1s3LiR5uZmqqqqGDFiBKFQiOuvv5533nkHl8vFxo0b2bJlS5/nUV5ennGO85tvvsn999/P/PnzLf020Xsg45RTTjH//6tf/cr8PN5z03U94X2mGwUQi/nz5zN06FCampo4+eSTmTBhgpmiUF9fb0bSZAJFxB2A1+vN9RAU8ghKHhRkKHnIX/S3R1zJwo4Fq57s4Lnnmt5xGeFw2PHqyLLXS/w7Wb5p7O8TIdE5dF3nkEMOMb3SiXDhhRdy4YUXAr3kRVx32bJl3Hnnnfz2t7/l8MMPN4me1XElGxvASSedxI033gjQx9M5ceJEXnrppbjH3HHHHSaZtlPc6ne/+x3XX3+96R0NBAJcfvnlvPrqq4wYMYJ58+YRCATM32/atKlPuoq4ZzHmlStXcvzxx/Pll18CvZ7En/zkJwBmWG0m82I3Jz12vAJXXnkl/+///T/mzJnDW2+9xR/+8AfzuxtuuIGrr76aRx55hPXr13Pbbbdx/fXX8+yzz5r3G41GueWWW3j44Yf7eByFRzwcDnPyySfz3nvvEQqFeOONN3jxxRcpKSnhuOOOM42o4vfQazj69a9/bZ4r3jWsym5xcfF2hlphQHG73bZajclrQLK5+/3vf8+RRx7Z5/O33nqLkpKSPp8df/zxPPPMM2zZssU0LD366KNs3bqV1157DY/Hw5QpU7Ybf6Ye8S+//JL/+Z//4ZFHHkkZjZDqPZAhv/fy3/GeW7L7TOURHzJkiCnPmzZtor6+Pu54hg4dCvSS7mOOOYbFixebRDwQCKQ0XlmByhF3AO3t7bkegkIeQcmDggwlD/mL/m5fpmRBQUY2Ci49/fTTRKNRVq9ezZo1a9h555054IADTE/qihUrWLduHTvvvDOHHnoo99xzj0kkkvW532effXj77bdpbm4mEonwxBNPMH36dKZOncp7771n5nN2d3ezYsWKPsf6/X5T9ufPn09xcTHDhg0Dej34s2fP5vjjj+ePf/wjgK1xAQnvLxF23nlnmpubef/994FePfD1118nvUYqvP322zQ0NLDLLruYnwlSUFtbi8/n45lnnjG/W7RoEZWVlaaXF7aXh+rq6pQkL5N5qaioYNiwYaZ3uaenh+7u7oTXeuqpp9h///23+7yjo8MkLP/5z3/Mzz///HM+/fRTLrzwQn74wx9ywgkncMIJJzBx4sQ+oemPPPIIRx55ZML2jgUFBRQXF9PS0kJHRwdVVVWUlJSwbNkyPvzww6TPJ9k1rDwj6I2ykPOVnUZZWVkf0njYYYdxzz33mOvTihUr6OrqinvsySefzBNPPMEzzzxjhkh3dHRQX1+Px+PhzTff5Ntvv93uOOERj/dfKhK+bt06zjnnHP72t79t956deOKJbNiwoc9nyd6DWDz55JPm/+NFJ8hIdp8vvPBC3Hs75JBDADjqqKPMsPeHHnrIjIqQ0dXVZXY66erq4rXXXmPXXXc1v1+5cmWff6cL5RF3ACIkSEEBlDwo9IWSh/xFfxNxJQsKMrLRK3jnnXfm2GOPpampiT//+c8UFRVx/vnnc9lllzF9+nQKCgq47bbbKCws5Hvf+x4rVqxgxowZeDwezjnnHDPEOxaNjY38+te/5vjjj0fXdY444giOPvpoAG677TYuuOACc8P9q1/9qs8Gvbu7m9NOO41gMEhpaSn//Oc/t/N4X3rppRx++OGcfPLJtsYFJLy/RPB6vdx777384he/oKOjg3A4zEUXXZRyU/3++++bG/aNGzcSiUTMZ7Bq1SoefvjhPr+vrKzknHPOYcaMGYwaNcr0sn/00Uf84he/6FN8DbbJw3PPPcfnn39OV1dXn0Jp8ZDJvEBvuPvPfvYzbrjhBjweD/fcc0/c69xxxx2899573H777dt9d+WVV3LeeecxdOhQpk6dyjfffIOu61xxxRX84Q9/2G6ur776aubMmWOOs6mpiR//+MfbnVeEmodCISZOnMisWbPQdZ177rmHGTNmsPPOOzN16tSkz0cg3jXq6uosPaMjjzySe++9l3POOcfStexi9913p6CggIMOOogzzzyTiy66iLVr13LIIYeg6zp1dXXcf//9cY/ddddd8fl8DB061IxWOO200zjzzDM57LDDmDRpUp+aBXZwxx13cMstt7BlyxYOOuggDj/8cG655RZuvPFGWlpauPzyy4FeuV2wYAHRaJRVq1Ztl0qS6D2Ih56eHg4//HB0XefOO+9MOr5M7vOSSy7hBz/4Affffz8jRoww5X7jxo2mp7+pqYnvfe97QG/00qmnnsrhhx8O9O4dVq1alfRerELL13YJ7777rm61WECusWHDBtO6q6Cg5EFBhpKH/MWtt97KNddcA/RWnP3Rj36U1espWRjY6OjooKKiwrHzBYNBR9MV5s6dy5FHHskJJ5zg2DkVEmPevHlmP2Un4LQ8KDiHOXPm8Pvf/57a2tq4lcSdxkCUha+++ooHHniA3/3ud2kdP2XKFBYsWJAwMiKf8Nxzz/Hpp5/2yWMXiLdOfPTRR4tnzZoV12qkQtMdQH/kFioMDOi6rnoFK/SB0g/5C3lu+qNYm5IFBRn56ghRsIaZM2c62gVByUP+4tprr2XlypW0tbX1y/UGoizstttuaZPwgYZwOMzFF1/syLlUaLoDUL1hFaBXcR511FEUFxfz1FNP5Xo4CnkCpR/yFzIx7g+SrGRBQYbTfcRvu+02R8+nkByiaJNTcFoeFJzDXnvthdfrJRqNxv3+gQce4I477ujz2f7772/WPbCLwSgLcsX8fMeJJ57o2LkUEXcAqjesAvTmwX3wwQdmCxIFBVD6IZ/R3x5xJQsKMkKhUNJcZoXBBSUP+QvhodZ1HV3Xt8t7P+usszjrrLMcu56ShcEDxRgcQGlpaa6HoJAHEBv5aDRqq52Fwo4NpR/yF/3dvkzJgoIMZbRVkKHkIX8hh4r3R9i4koXBAzXTDsDtdud6CAp5ALkvosoTVxBQ+iF/0d8ecSULAxuapjmq2+30ylbY8aHkIX8hk+9E4elOQsnCwEQwGLQ9dyo03QF0dHRsV65fYfBB3sirokwKAko/5C/6O0dcycLAhuj3KxtdM0FXV5eKklAwoeQhf9HS0sLixYsBGD58OEVFRVm9npKFgQlN0ygrK7N1jCLiDqC+vj7XQ1DIA8ibs/7wrikMDCj9kL+QvZv9EcWiZGFgQ9M0ysvLHTtfQUEBJSUljp1PYWBDyUP+4uuvv+aKK64AYPbs2QwZMiSr11OyMHigQtMdQEtLS66HoJAHkMm3Ck1XEFD6IX8he8H7451VsqAgQ8mDggwlD/kLeX3oD0eLkoXBA0XEHcBA7Pen4Dxkj7gKTVcQUPohf9HfRFzJgoIMJQ8KMpQ85C/6m4grWRg8UETcAahwQwXoq5xVaLqCgNIP+QsVmq6QSyh5UJCh5CF/0d9EXMnC4IEi4g5g8+bNuR6CQh5AFWtTiAelH/IX/e0RV7KgIEPJg4IMJQ/5i/422ipZGDxQRNwB2K2Qp7BjQrUvU4gHpR/yF/3dvkzJgoIMJQ8KMpQ85C/UWqGQLSgirqDgEFSxNgWFgYX+bl+moKCgoDDwoFIPFbIFRcQdgM/ny/UQFPIAyiOuEA9KP+Qv+jvvT8mCggwlDwoylDzkL/rbI65kYfBAEXEH0NDQkNPr67quLHR5AOURV4iHXOsHhcTob4+4kgUFGUoeFGQoechf9Pf+TsnC4IEi4g6gqakpp9f/5S9/yfjx41VxhxxDecQV4iHX+kEhMfq7WJuSBQUZSh4UZCh5yF/0d/SUkoXBA0XEHYCmaTm9/ocffojP52P58uU5Hcdgh/KIK8RDrvWDQmL0dyVcJQsKMpQ8KMhQ8pC/6O/QdCULgweKiDuAmpqanF5fKAW/35/TcQx2KI+4QjzkWj8oJEY4HDb/7o93VsmCggwlDwoylDzkL/q7WJuShcEDRcQdQK5DSMQGUuWJ5xbKI64QD7nWDwqJ0d8ecSULCjKUPCjIUPKQv1BpTArZgiLiDqCioiKn1xcEUPbIKvQ/ZCKuWiEpCORaPygkRn9vrpQsKMhQ8qAgQ8lD/qK/PeJKFgYPFBF3AJFIJKfXFxtIRcRzC/n5q+gEBYFc6weFxOhvIq5kQUGGkgcFGUoe8hf9nSOuZGHwQBFxB9DV1ZXT6wsCqIh4biE/f+URVxDItX5QSIz+Dk1XsqAgQ8mDggwlD/mL/vaIK1kYPFBE3AE0Njbm9PrKI54fUMXaFOIh1/pBITFkg1k4HCYajWb1ekoWFGQoeVCQoeQhf9Hf0VNKFgYPFBF3AJs2bcrp9VWOeH6gvy2mCgMDudYPCokhNldutxvI/gZLyYKCDCUPCjKUPCTGD3/4Q8466yx0Xc/J9fu7j7iShcEDRcQdgMfjydm1I5GImUuiiHhukW6xtieeeILf/OY3OVtgFDLD+eefzzHHHJPQm5pL/aCQGEJ3appGcXExkH0irmRBQYaSBwUZSh7iQ9d1nnzySebPn093d3dOxtDfRFzJwuCBI0Rc07R/apq2RdO0L6TPajRNe1nTtOXG/6ul736padoKTdOWapo224kx5BKVlZU5u7asEBQRzy3SDU2/4YYbuPnmm1mzZk0WRqWQbcyfP593332Xjo6OuN/nUj8oJIYwlnk8HrxeL5B9Iq5kQUGGkgcFGUoe4iMUCpmOilztc/ubiCtZGDxwyiN+L3BUzGe/AF7VdX088KrxbzRN2w04A9jdOOZ2TdPcDo0jJ9i6dWvOrq2IeP4g3T7iwsKrinMMPOi6nrJYYi71g0JiCCLu9XopLCwEsk/ElSwoyFDyoCBDyUN8yHsrv9+f8zH0R464koXBA0eIuK7rC4GWmI9PAP5l/P0v4ETp84d0Xe/RdX01sALYz4lx5ArKI64A6XvExRzmaoFR2IZPP/2UdevWWf69nIKQ6P1Tlu38hOwRF2GAyiOu0J9Q8qAgQ8lDfOTDPtfKWu8klCwMHmQzR7xB1/WNAMb/hxifDwe+lX63zvhswCKXFbLlaysinlukmyMu5lAR8dyivb2d2bNnc9ZZZ1k+Rn7nEr1/qoJ+fkLMS3+GpitZUJCh5EFBhpKH+MgHj3h/t7pUsjB4UJCDa2pxPtuuStWWLVs4//zzKSgoIBKJcPLJJzN37lw2bdpEaWkpbrebjo4O6uvraWlpQdd16uvr2bx5M2VlZQD4fD4aGhpoampC0zRqampoamqioqKCSCRCV1cXjY2NbNq0CY/HQ2VlJVu3bqWyspJgMIjf7ze/93q9lJeX09zcTHV1NX6/n0AgYH6v6zrFxcW0trZSW1tLZ2cnwWDQ/L64uBiv10t7ezt1dXW0t7cTCoXM79O9p/b2dvOZdXR0sHbtWsfuqaioKCf3lM15yuY9yaHlra2tBAIBS/ckFplvvvmGtra2vLqnHXGeEt3TN998QzAYZN26dbS2tlq6p/Xr15tzvn79ekaMGLHdPUUiEfx+v5qnOPcko7/vafXq1UBvxXRN612W1qxZQ2VlZdbmadOmTWaF9oE0Tzui7OXDPW3durXP9zvCPe2I89Rf9yTGsSPdkxPztGrVKnOdWL16NRMmTOj3e5IN7X6/n7Vr12Z1nsT4B9I87Yiy59Q9JYPmVKVmTdPGAM/puj7J+PdS4BBd1zdqmjYUeF3X9V00TfslgK7rNxi/exG4Vtf1d+Xzvfvuu/rEiRMdGVu20dPTY+YY9je+/PJLDjroIAAOO+wwHnvssZyMQwF23nlnWlp6MzSOOeYY7rvvvpTH6LpuvqT33HMPJ5xwQlbHqJAYX331FTNmzKCsrIxvvvnG0jHr1q1j8uTJQG/Rtv3333+73+RSP+Q7pk+fTktLC59//jkFBf1rF161ahVTp05l7NixVFZW8sknn/DKK6+w9957Z+2aShYUZCh5UJAxGOQhGo3y05/+lKlTp3LuuedaOubrr79m+vTpADz11FPMnDkziyOMjwMPPJAlS5YAMGXKFF577bWsXm8wyMJgwkcffbR41qxZU+N9l83Q9GeA7xt/fx94Wvr8DE3TCjVNGwuMB97P4jiyjlz2+5OtdKp3dW6RTjEPlVqQPxDP3857ZCU0XfUDTYxly5axefPmhBXns4lchKYrWVCQoeRBQcZgkIdVq1bx4IMPcuutt1o+Jt9C0/tjrzYYZEGhF464IDRN+w9wCFCnado64BpgHvCIpmnnA98ApwHouv6lpmmPAF8BYWCurusRJ8aRK4hNXC4gKweVY5xbpFOsLR8WGIVeiPkLhUJEo1FcrtR2Snn+EhH4XOqHfEYoFCIS6VX9uZD9XLQvU7KgIEPJg4KMwSAPokuMHTKbD/uk/s4RHwyyoNALR4i4rutnJvhqVoLf/w74nRPXzgeUl5fn7NpWiIBC9hEOh01SAcojPhARG11SXFyc8hgr1VxzqR/yGbmO5pHbl/UXEVeyoCBDyYOCjMEgD5kS8cHSR3wwyIJCL7IZmj5o0NzcnLNrKyKXH4h99ul4xNX85RbpGLWsHJNL/ZDPsBLWn03kIjRdyYKCDCUPCjIGgzwIXZ9Oi1cYPB7xwSALCr1QRNwBVFdX5+zaisjlB2JJWDoecRWanlukQwxjK6nGQy71Qz7DyrPLJnIRmq5kQUGGkgcFGYNBHoSuH2ih6f3dR3wwyIJCLxQRdwC5JFCKiOcHnPCIKyKeW6QTKm3FI67mNT7k55IL3ZULIq5kQUGGkgcFGYNBHsQ9RiIRwuGwpWPyYZ+bTjHeTDAYZEGhF4qIO4BcEuB8UFAKznjE1fzlFum8S1a86Gpe4yNfPOJerxePxwNkf4OlZEFBhpIHBRn9IQ9vv/02n376adavkwiZGrxzsVZEo9E+RoNgMIhTrZ8TQemGwQNFxB1AY2Njzq6tiFx+QDz7srIyQHnEByKy5RHPpX7IZ+TaIy7niIt+rdkm4koWFGQoeVCQkW158Pv9nHrqqZx11llZvU6qMQhYXWdzncInrt+fhT2Vbhg8UETcAeSy35+syCKRSJ88FoX+g5gHUenS6jwoQ0r+IB2PuJVjVD/Q+Mh1sbZchKYrWVCQoeRBQUa25aGjo4Oenh42b96cdY9uIqRjgM115Gc8Ip7tyulKNwweKCLuAIqKinJ27VhloMhcbhBLxNPxqKq5yy3SsdRbmb9c6od8Rj6FpvcXEVeyoCBDyUN6ePrpp1mwYEGuh+E4si0PQudGIpGctbvNdJ3N9Vohoqey/fyUbhg8cKSP+GCHlX7D2UI8Iq76D/Y/xAKXiUdchabnFpnmiCdamHOpH/IZ+RKaXlBQ0G9EXMmCggwlD/bR1dXFBRdcQGVlJcuXL8/1cBxFtuVB1rnd3d05IXsDMUdcXN/r9aJp2nZjygaUbhg8UB5xB9Da2pqza8duHHNl5Ryo+Mtf/sKBBx5Ie3t7RucRz72iogJQfcQHIjLdICSav1zqh3xGrj3iovhOf3rElSwoyFDyYB8+n49wOExLSwvRaDTXw3EU2ZYHWed2dXVl9VqJ0N3dbf49UCIH5TQmYbwYSGvF66+/zssvv+zY+RSchSLiDqC2tjZn145VZMqrag/PPvssS5Ys4ZNPPsnoPGJxKC0tBXo3+VY2Ccojnj+wUngt2TGJNgi51A/5jFzniOeiAI+SBQUZSh7sQ+gKXdf7kLodAdmWh3wg4uno/XzxiBcWFpprRbbXLKdkQdd1zjnnHL7//e+rGlJ5CkXEHUBnZ2fOrq084plBKFOnPOLFxcW2WiHleoFR2IZshabnUj/kMwZjaLqSBQUZSh7sQ9YbuSKT2UK25SE2ND0XGMg54v3ZYcMpWQiFQvh8PgKBgNpj5ikUEXcA2X4hkyF2A6teNHsQCr6trS2j84h5kC2mVuRCVU3PH2TaViXR/OVSP+QzBmNoupIFBRlKHuwjH7y62UK25SEfnl22iqJmE/E84tl2ejklC/lgfFFIDkXEHUC+9BEH5RG3C6GknPKIFxUV2drU53qBUdiGbHnEVT/Q+MgXj7jH47EVxZIJlCwoyFDyYB+yrvD5fDkcifPojz7iArkiZQOxWJu8Vogc8WzvtZ2SBXmelaMuP6GIuAPIlz7ioF40uxDPL1MiLnvE3W43YN8jruYut8jWBkH1A42PXBuhchFuqGRBQYaSB/vYkUPTsy0P+WDEGMih6f3pEXdKFuTnpfaY+QlFxB1ALtsMiI1jf7VU2NHgVGi67BEXm3orhTFyTUZ2ZNitqqval/Uvch2aLveG7S+PuJIFBRlKHuwjH8hktpBteZDXqIGaI57L0PT+NNo6JQv5EAWhkByKiDsAYSHLBWLbZikyZw9OF2uzazGVlXlPT88O144lV1ixYgW77LILV111leVjstW+LJf6IZ+RzobMScjhhv21uVKyoCBDyYN9yHpjRyPi2ZaHfIgmGMgecbmeSLbXLKdkQZ5n5RHPTygi7gAyJXGZQCiDyspKQL1odhAKhYhEIoCzxdpEaLpdj7h8HoXMsGTJEiKRCF9//bXlY9Jpq2KFvOdSP+Qzct2+TA5N769ibUoW8gMffPABb731Vq6HoeQhDeRDwbFsIdvyID+7fMgRT7d9ma7rjo/LyvW9Xm+/5Yg7JQsqND3/oYi4A6irq3PsXJdeeimnnHKKZUUT6xFXoenWIS8CToami5AiuznioBSlUxCeEjubjWz1EXdSP+xIyHVouuwRF0Q8231WlSzkB7773e9y+umn53y9VPJgHztyaHq25WFH8IhHo9F+74edC4+4U7KgQtPzH4qIOwAnrZiPPvoor732Gs3NzZZ+LzaTyiNuH7Ii7ejoyOhcskfc5XJtd34rYwA1f05BbNDseFrTCU230r5Meb3iI9dV0+O1LxsoXg6F9BEMBmlubiYQCOTco6rkwT7ygUxmC/3pER+oRDz2HP0Bsc57vd5+S2NyShZU1fT8hyLiDsAp61w4HDZfGrshO4KI59rCn0tcccUVnH322ZajCbLlES8oKACsyUWsMleh6c4gUyLuZGh6f1vvBwryxSPen33ElSzkHp2dnebfud6YKnmwjx05Rzzb8pAPRDzTWiyQWyLeX0Zbp2RBhabnPwpyPYAdAU71+5MXlXSJ+GAmcvfddx89PT20tLRQW1ub8vexRFzXdbP6vF3IHvGysjLAfh/x2DEppA/xLtlZeDINTRfF9kREhIDqFRwfufaIi/ezoKCg34i4koXcQ45+yrW+VfJgH/lAJrOFHb2PeDQazThH3M5xTkEm4gOtj3iu51whNZRH3AE41e9PttTbJQLl5eVA7jcWuUIgEDCfhVXyJT/jUCiUkbVQ9ogLj7zKEc8dcuERh/jvreoVHB+5LtYWLzRd9RHf8SET8VzrWyUP9rEjh6b3Zx/xXDy7WD1vVd+K34laSE4QyjfffNPy85aLtQ20PuIqND3/oYi4AygtLXXkPOmEzMXmiA9WIi5vrqwqyNhnlUl4uty+TFhMlUc8d7DrEQ+HwyYxg/RD5uId55R+2NGQL6Hp/Vk1XclC7pFPoelKHuxD1hvyXO4IyLY85Lpqeuz7ZtcjXlVVZeu4RPj666854YQTuOSSSyz9Xi7W1l854k7JggpNz38oIu4ARLuqTJFOyJwKTe+FXNgiXW9mJkRcnKuoqMiWopZbKMUbk0J6kIm4lZoB6RpExO9KSkoSHueUfkgGXdf7vaVLpsh1aHou2pf1hywoJEc+haYrebCPXHt1s4lsy0OuowliiaBdg7dTRHzVqlUAbN682db1+9Mj7pQsqND0/Ici4g4g04rbArJ116qiUR7xXshE3KrVL/ZZZTKPskdcwI5HXCwwSlE6A7negpUF00qIeTxYef+c0g+JEI1GmT17NqeddlpWr+M05GcVG5GQLqLRqOXfxmtJk20inm1ZUEiNdNbZbEHJg33syMXasi0PuTZiZErExTqb6T6pqakJsP7+y2tFf+WIOyULyiOe/1BE3AHU19c7ch67GwRd17fLER+sVdPT8YjHPisnPOKFhYXmXNipmj7YDSlOw27hw3SIeDQaNedPFOiLdy2n9EMidHZ28uGHH/Laa6/ZIqK5hnhWokBippuE1tZWJk2axFVXXWXp97kITc+2LCikRj7liCt5sI9ck8lsItvykOtnl846Gw6HiUQiuFwux2ohbdmyxfL1ITcdNpySBZUjnv9QRNwBtLS0OHIeu8Xa5I1kcXExMHhftHTCDbORIy4Xa7PTR1wUIRlo85ev4dAyEbfyTMU8iHAwKzIkz7l4/+LNuVP6IRHEveq6PmA2prqum/MiZD/TzdXixYvZtGkTb731lqXfxwtNz3b7oGzLgkJq5FNoupIH+8h1eHU2kW15yHWYcjoecXmdFd7oTN/brVu32jpPvD7i2XZ6OSULyiOe/1BE3AE4RUbsFpGRw6GTEYHBACdyxOVz2IXsERd9xO1UTXeKjPQnfvvb3zJp0qS83EzKGzQr75J47iIywc4GobCw0Fyc481fto0V8r0OlOJF4tl5PB6zKE2msv/NN9/0OXcqxCPi2daf+Wq4GkyQ3xE7ZGTJkiU8/vjjjo5FyYN9yHpiRwtNz7Y85EuxNqFv7Ri85bDwTMcuPOJ2iXh/Rk85JQu5Nr4opIYi4g4gG6HpdjziMhEYrBavTArdCTjlERf53la8awO52N6rr77Kxo0b+eKLL3I9lO2Qbmi6nXmQC/Qls9RnO9xwIBNxOZogU90liHg6eX8FBQW4XC6i0SiRSCSjcSSDCkXOPdL1iF922WVccMEFfPXVV46NRcmDfeQ6vDqb6M/Q9J6eHkfqcqRzfbFHsusRT1YU1Q5Ejrjd0HS5K06292oqNH3wQBFxB2C18mIqpOsR93q95mZ2IBE5J5FO3p+THnHZOyqUth1jiiCAA0lRik1QJs8tW0g3ND1dj3iyAi5O6YdEGIhEXMxJcXGxYxsbQcTt9qYVHQv6wyuebVlQSI10ibgIZ123bp1jY1HyYB+x3Rb6m0xmE9mWh9i1sL89pOJ66ayzskfcKSIeCAQseZ5zkSPulCwoIp7/UETcAYhCTZnCrkfcKhEYDJDJoN0+4nV1ddudww7kfNeioiIz1HZH94gLBZ9vRDwUCvWRATvebZEiEAwGUxY+sxqa7pR+SISBSMStRhPYgV2PuNjAxxLxbOaJZ1sWFFIj3T7iQq5EWKsTUPJgH7Hv947kFc+2PMR6pPs7tF9cv7q6Gkh/n+tUaLqu65b0fbw+4tneazslCyo0Pf+hiHgewW7V9HiWwsFq8cqkfVlDQwOQfmh6OBwmGo3idrspKCiwZTEdyFXT89UjHru5sOMRLy4utrzQ5oshTL7fgULEZcOVU9E8dnPEZS+H/P/BaswcLEjXIy5kVnjTFHIDMWeiFsuOlieeLUSjUVO31dTUAP1PzMQ7ZKcfuLzOOhGa3tPTY1sH5KKPuFNQxdryH4qIOwCnFgK7ea1iIyl7lQaKcnAameSICyKeLqGUvXuwrZfxjtxHXNf1vPWIx76PVuRBLFCydzvVuyQX6EtWoyHbG8WB7BF3KjS9q6urTyVcO+GGwiMu/p/NkENFGnKPdD3i2SDiSh7sQ8xDbW0tMLCeYUdHB62trQm/z+a9yPsUEbXX39EEsUTczh7Jqfzs2PfXzl7b4/H0217bKVlQoen5D0XEHYAgcpkiE494stDYwYBMqqZn6hGXFwrYtkFItchEo1EzPNap/pj9hWAwaI5dNoLkAzLxiNsxalltX+aUfkiEgUzE5eedySZBeMMFrIQbxoami/c3m0Q827KgkBrp1BORDY9OEnElD/Yh5kyklA2k0PRZs2Yxffr0hAUhsykP8Yh4rj3iuQhNj31/7RZG7q8ccadkQXnE8x+KiDsApxbmdIm43L5soBA5p5EJEW9sbATSJ+KyZxS2zUsqMuC0pbc/IS+E+e4Rt9O+LFOPeLz5y3YoqwpNh2+//bbPv+14OcTGqj884iqsOfdIJ3oqGAyaURZOzqGSB3sIh8OEw2FcLlfO8pzTRSgUYuXKlWzatCmhns6mPMgFMkWId65yxO2k4jkdmp6pR7y/csSdkoXYHHHVMjH/oIi4A9A0zZHzZOIRLygowO12E4lEslpsKF+RSWj6kCFDtjuHHcieUdi2oU+lqGUiMNBy/GUvRL4TcTvvkp1QaatedKf0QyIMZI+4/Lyd9IinevfkNmVutxvYZkjLpv7Mtiz0J6LRKMcddxznnnturodiGbqu215noa9sOkmWdiR56A/IZFIUsxooHnErBtNsykM+ecTLy8vRNI1wOJyyXWS2Q9OtEGqxJtgx1GcKJ2QhEonQ09ODpmmDPmo2n1GQ6wHsCBCFLzJFJn3EoXdx8vl8BAIBkwwOFqRDxOWq6S6XC5/PRygUsv3sYkPTRUXQVJ61gRzRsKMScTsLrdWq6U7ph0SQ5yLf0gQSwWmP+Nq1a/v8O9XcyVVwxYanP4rwZFsW+hNtbW28/fbbZv91lyv/7fo+n6+PR8iq8UcmLE4S8R1JHvoD+ZDnnC7k/V0iIp5NeciHZyfet5KSEoqKivD7/fT09Jie7niIt09yMjTdzv6gPz3iTsiC/Ly9Xi89PT34/X7zOSrkB/J/5RwAcGJhjrXU28lrFYphsFq8wuGw7b7RsO05lZSUmKFS6ZDK2GJt4t+pPGvxPOIDZe52tND0eMXarHrEU1nqsx1+mi8ecTshb04Xa7PrEY8NS5f/tuIRDwQCNDc32x2mo7Lwf//3f1xzzTWOnc8uhNxFo9EBYwCKfT/S8Yg3Nzc71rt6IIamf/HFFyxevDgn15bXWuERHyih6bLsJRpzf4em97dHXNb76Ri8nTDaxrYftHIu2SPeXzniTsiCPOdOGDEUsgNFxB2A6D2cCbq6uvpsZO3krQiFNlgrp8duruz2ES8sLMyIiMeGpotz2VlgxMI4UELTdzQinkmxtlTty5zQD8mQDzniPT09TJs2jR//+MeWfm+14rxVxOaIW/WIixZIYM8jfsYZZ7DXXnvZJqBOyYKu68ybN49bb701ZyRYlrVklaDzCbHPyq7RFnqffUtLS8Zj0XU967ohGzjllFM48cQTs05E4kEmFsKrOxCJeCI9nU15yAePuNg3yOusUwZvq8jEIx7bRzyb+dZOyEI848tA2WMOJigi7gBS5bhYQTqWevEbsYEcaHnGTiGWCFq9f5l8icIv6RRsiy3WJnJOrRZrG4g54vlMxMXmwk6EiNXCa+kc44R+SIZ88IivWbOG5cuX8/rrr1v6fbZC04cNG2bpXHJouoAdj/jSpUvx+XysW7fO1jidkgWRRgO5S0eQ5W6gEXEhc+mEpkPm3qpoNMrRRx9t2XCVLwgEAjQ1NdHV1ZUTuRvIHnH5eSUaczbXCjnqS5Cy/ibiskfcqmdZdjg5GZqerNNJLISu9Xg8uN1uCgoK0HU9q/VEnJAF8Zxkj/hA2WMOJigi7gCcUGbpEPFEHvGBEt7sFGKJoN1ibUVFRaYXOx0iHusRFwrUzgIz0OZO3kj4fD7HQjWdgBhbfX09YM8jLodK22lflmz+sr3ZyQciLoiY1Xt1MjRd9OYtKipixIgRgHWPuFwPwo5HXGxw7BJQp2RB1lO5mnNZBzjhIe4PiGclCnSmE5oO24e32kVLSwvvvfcer7zyCtFoNKNz9SdyLXeyAW8g54gnIuLZvBdZ5+Y6R1wOTbdq8PZ6vY4YbQURF2uF3Roy8v+zGX3qxNzIOeIqND1/oYi4AxDtrzKBUNLCymunv6LYQA7WHPFYL4fdzZVMxDPJERfPX8iD1WJt8gIzUKyVsco8n6p1xxLx/vCIJyPvTuiHZMgHIi7em9gUm0Rwso+48EqPHDnSshElXo64nfZlYqx2ibhTsiATolx5BGW5S7f1Y39DrBV2dANsL5tbt27NaBzifYlGo3kXUZQMuZY7mUyWl5cDA5OIJ9LT2Vwr8qlqup0UMKGP7YSzJ0MsEbfrEQf6JU/cCVlQHvGBAUXEHcCmTZsyPodQzHa8eLKCAvtEdEeB2Mg0NDQA9j3ihYWFZmi6EzniYrO3I3vEYxfwfNpMineprq4OsNdHPBsbBCf0QzLkAxEXG3Rd120/70z1lghLHz16tGVPhZg7OUdcHJvqvQ2FQmYEiF0i7pQsyNdVHnHrELpZrBVWN6VOe8TlMOV0iv7lCrn2iMcjkztSaHo214p8iCaQC+QKMpuORzxdA0I4HKa5uRlN08w0pnQ6FNnxiDc1NbFy5UrbY3VCFmQirnLE8xdZJ+Kapq3RNO1zTdM+0TTtQ+OzGk3TXtY0bbnx/+psjyObcKJVWCwRT8cjPtDInFNIl4jHK9bmRI64UHh2POIy+RsIoYqxC3g+EXGxybFDxNNpXyZvEJJ50bPdSjCWiGezgEwiyMTQyibJydB0UTF91KhRlqMZBJFOxyMuy5NdIu6ULOQDER+IOeLiWdldK2J1SKY54jIpGyhGDOg7bhWabg9WPOLZXCtknZurqunxPOJWHRZOGG2bm5vRdZ2amhoz+jTV/iAajZrrhTDc2iHip512GjNnzrRdU8EJWYgXmq6IeP6hvzzih+q6vqeu61ONf/8CeFXX9fHAq8a/BywEicsEsUQ8nbyVwUrEhYKzm/cnL0xOesRF/0c7HnFN03I6f6FQyJaCHkhE3E5oelFRke32ZamOiacfdF13LKxNzIWmaUQikZwstLIBy8rGOF6xtnTHLRPxTELTxRymKsAjb17tGu6cWCsgP4i47NUbKERcrBVCN/T09FgqiiRkU8jLYCXi+RSaPtCKtVnJEXdKP8RDPlRNTydHPLZiuaZpBIPBtIqZiZSS+vr6tNYKTdPMv60cC70RW36/f7vOHqnghCyo9mUDA7kKTT8B+Jfx97+AE3M0DkeQab4YpJfXmsgjPtjal8V6xO1WTZdD053wiIu5tFM1HXJrSDn66KOZNm2a5aJr+RyaLjYXdtI80glNl+c9WQXWePrhiiuuYJdddmHz5s0px5YMkUiE7u5uNE2jtrYWyA0xs0vEs+URt7pBiheaLjwQVucd7BNQJ9YKyD0hir3uQCHi4t2oqKiwJXdC340cORJwloir0HTryIeCY+nCChF3Sj/Eg2z8zFXVdJkYplMUVXZYpGO4FSklQ4YMsWwISGa0tWJMF7rDbjqLE7Kg2pcNDPQHEdeBlzRNW6xp2o+Mzxp0Xd8IYPx/SD+MI2tw0iNeXV2Ny+UiHA6nJEWJ8lYG24sWS8StGCJ0Xe9DvkTPxkw84uL5C0JklQyI43IVOhQKhVi8eDHffvutZe9MPhPx/irWlolH/L333qO9vZ1FixalHFsyiI1UaWmpeZ2BRMSdKMCTjkc8Xmh6Oh5xuwRUecRzC0GA7RJxoZOdIuKyvhyoRDwX7ctkMjmQPeKJ3tn+8IjL0QT97R2N177MjkdcHGvluHgQ7226HnEBqwbfUChkrid2dYYTsqCKtQ0MFKT+ScaYruv6Bk3ThgAva5q2xMpBW7Zs4fzzz6egoIBIJMLJJ5/M3Llz2bRpE6Wlpbjdbjo6Oqivr6elpQVd16mvr2fz5s19FHRDQwNNTU1omkZNTQ1NTU1UVFQQiUTo6uqisbGRTZs24fF4qKysZOvWrVRWVhIMBvH7/eb3Xq+X8vJympubqa6uxu/3EwgEaGxsZMOGDfT09FBcXExrayu1tbV0dnYSDAbN44XiaW9vp66ujvb2dkKhkPm9sJZFIhGKioro7u5m5cqVjB49OuE9ic2Pz+frsxHq6upi7dq1Gd3Tpk2bzLDRdO+pv+Zp48aNALhcvXalQCDAmjVrqKmpSXhPW7ZsIRqNUlBQwPr1603relNTE21tbbbuSSjYQCBAc3OzuTEIBoN8++23Ce9JEJZwOExXV5fpnVu3bh3hcLjf5kneFDQ1NREMBlPOk7jnqqoq2tra2LBhA2vXrnXkfcr0nsRmUSy03d3drFu3Luk9yZs5uSJ2snsSG1GXy2Vupv1+P2vXru1zTx6Ph/b29j73JK73/vvvc9RRR6X9PgmPuhzivWzZMkaMGJF1vSfPk3gHAVatWsXkyZOT3pOQ/WAwaG5UrMxTvHtas2YN0GuIExujjo4O1q5dm/Ce5LnbvHkzgUDA1B/Nzc1mS7R4srdhwwbzXpubm9mwYYNlvbdhwwYzpDITvSc/7/Xr17Nx48Z+1+Wyh2fLli2m7uuPNTfdexLvSyAQMDfTK1asoLi4OOn6JN5XYWTdtGkTra2tad+THKa6Zs0aenp6BsSaK0fwtLW1sXbt2n7dR4i1KhQKmetlR0fHgJA9+X1pbW2ltbV1u3lyuVy0t7dnZQ8rr1GiDk17e3u/yV5paWkfEijrwbVr1ya8J7FWRCIRtmzZYkYurVixglAoZGueRNG06upqk6SKtSLRPYm9jsfjMdcnOUUlmezJ2Lhxo619+YYNG3C5XBnJnjD4iecEvZ72eLKXK/40EPSeE/eUDFkn4rqubzD+v0XTtCeB/YDNmqYN1XV9o6ZpQ4HtYjaGDBnC22+/vd35Ro8ebf5dXd1b402EXMR+L25eWLFjvxd5YvJngpAluqaYUOFBFccIb6z4XPwu9ngRAi1fZ/To0aaHRnh1uru7qa2tpaioKOE9iYVo2LBhVFdXm+cOhUIZ35P8fbr3JJDteRIKfeedd8br9RIMBmloaKC4uDjhPQmI5yvCgLq7u6mqqrJ1T0IpNzQ0UFtba3qVQ6FQ0nsSi2F1dTWlpaWmoiwtLTV/2x/z9Mknn5j/jkajZluP2OPjzdOIESNoa2sjHA7HHXMuZE9YyseOHQv0Wq1T3ZOYi6qqKrNtiMvlSnpPoihaeXk548aNA3qJpfitGPvatWu3uyexIdmyZQuFhYVpv0/iXisqKszPy8rKKCoqyrrek7+XvRPl5eUp70l4GRoaGszIhWAwaEv2Ro8eTXt7O52dnZSWljJs2DCzToSu63Hfd/HZZ599BvS+/0J3C/1UWFhIRUVFQtmTSVRHR4dZfTd2zPH0XmlpqXkvmeg9+Xm7XC6GDh3aZ6z9ocvlooA+n4/a2tp+W3PTvSexVowbN46ysjK2bNlCbW0tJSUlSdcnIa+77ror0Eukqqqq0DQtrXsSuabQa4iNfV/ydc2V5c7v9/f7PkIY7YYMGWLeg9/vHxCyJ0c4BgIBqqurt5un2LXCyXtyu91A735R6LxgMNhvsifWvMLCQkpKSsxaOrG6OvaexDtbXV3NkCFDKCsrY/PmzdTU1NjWe0J+hw4dao5Tvn68exJGuMLCQnN9Ekb+wsLCpLInG21bW1ttyV5paWmfdQh691s/+clPmDp1Kj/4wQ/63Hvs8VVVVeazGzp0qGnA0DQtruzFHp/v71O87/P5npIhq6HpmqaVappWLv4GjgS+AJ4Bvm/87PvA09kcR7bhdB9xqyFzctVm2BayM1hzxCsrKy0/u9hw8kz6iMcWaxPKWniWUx0XmyPe36FDspfDapifsFKLhTAXYYqJkE7V9Ezal8lV7+PJXTz9IJ7fsmXLUo4tGeTQdGHIGWih6ZmEzImw9JEjR6Jpmq2QQTDm7sYbKfzb3ywfm0nV9Gz0Ec+HqukDpeBYvNB0K3InfiOqLQeDwYzScQZqsTb5nvOpfVkuOkXYhZUc8f7qI56LHHE5LB2wnQIWm8KXTmi6XKzNbo64+L38d6occTn0325oejxZWLJkCQ899BC33nqrpXOo9mUDA9nOEW8A3tI07VPgfeB5Xdf/C8wDjtA0bTlwhPHvAQsn+4iXl5dbJpOJcsQHa9X0iooKy5v6WOXuVLE293vv0fnaa2a0QrJ800Q54lbm78knn+TYY491pKBHJkRceAPzJUc8GAwSDAZxu93mnKabI26nWFuyY2L1g67r5gK5YsWKjNrV5QsRl+ffbtX0THLERQ/xUaNGmecD60aUSqB43jxKfvUrPMY7a2dzZVdf7Kh9xNvb29OqYtzfEGuFvM7aIeLFxcVm1EUmeeKqWFt6iM0x9nq9RCKRAeF8sELE+6uPuNy+rL/apcqkEKyT2UTdgfq7WJvcTsxqfru8Vtgt1hZPFkRKktV3L177MlU1Pf+QVSKu6/oqXdenGP/truv674zPm3Vdn6Xr+njj/wPHJBwHchGHdBGPiFutJjnY25fF84hbJVFCOckecbsLk7hWidtNxZw57HL22RQaMpFskcmkavqDDz7IO++8w+uvv25rrPEgLxBWFbxQ5sIjni9EXJDA2MiSVB4Tp9qXxesDH6sfAoGA+Zt02prIyAciruv6djUqUsGpqunCIy5CwawaUYSBrFKSiwpjTuz0Eff5fLba0DmxVkD+EXFd1/NGBySDXDXdjuFTJjEilSITIi7P2UDyiOeaiMvzANvCQgdC5XQrPdid0g/xIOtcl8vV773EnfaIp0PExTtbV1eXUbE2qz3QM/GIx5MFQc6tOkzitS9THvH8Q67al+1QEBvgTBCPiKd6YWI9qoqIV1quHB/bcszj8VBaWko0GrVdhdXM05W831WG9TSZohZkIJ0FRsiLExb0dDzi+UrExfjLyspwuVxpLfbptC+T26rEHherH2I3PpmEp4v7zSUR7+7u7hP5YWVjF6/1m9/vtx1iKoemg3UdaBaIk+amwjjGDhEHe15xJ9aK2Gvmqmq03L8eBkbl9HgecTtEvKSkxCTidj1cMmR9OVCJeK77iAN9wtPzGeFw2GwzqWka3d3dcSNInNIP8SAbm4F+J+KxRpR0HU5OVE3PtH2Z1TSmTIh4PFkQ+z0R+ZcKKjR9YEARcQfgRGhZJh7xXOcY5xK6rvfZXFlV0rGLEqSfJy7moUJSjAVZ9oiLjUemfahjzzHQibhcawGsPdNIJEIoFDJzjNPxiENib2ysfojd+CxdujTpdZJBjgAQC3d/5+vHEjA7oenFxcW43W48Hg+6rtvyLkPf1mWw7V1KdR5BxLXiYsJTpwJQaRxjp30Z2COgTqwVgUCgzxhy7REXuYz5TsSDwSCBQAC3290nVNNuaLog4pmkBcnvaGtra7+FB2cKK17dbCJ23c5lL/HW1lbLIfHiXSkvL0865mymKcQSYSeeXUdHBz/60Y8sRebJ7xBYD+92KjRd13XHPOLp5Ihv3brVlqE5nizY3aspj/jAgCLiDkBU6ssEMhG36tVNpKAGQr6UU/D5fESjUUpLS/F4PLaLtclEPN08cXGuMuOagWnTiFjoSZxJH3EhL04QcdmzY3VRztcccdkjDtas/vLmLplnOxZWU0Ni9UPsM87EIx6PiPf3Bjl27u14xGONGHa9HIlC0+3k/UUNYlVmvHd2irWBPQLqxFoh9JOogpzrYm0iGiHfibgclq5pWlqh6TIRz8QjLhPaaDSaN/ozGUKhUJ/Nv1Ny99FHH1l+lolC03Oh86ZMmcKZZ55p6ffy/i6ZwdSOftB1nXvvvdfsAJEKsdEETnjEX3rpJR577DH+/ve/p/xtLBG3Gt7tVGi66O4iCjXarcUUzyNuJ0c8FArZ2lvGkwU5AtKKzIvrqxzx/IYi4g7ACQuTrKitbhBiFcRgDE0XGxjRIsDqM5BbaQik6xEX1yo1FFywstJS6FKsR9zOApNLj7hcbCzfPOKxRNyKPMQu9OnmriU6LnY+Y4n48uXLk14nGfIhND12c5HKmBOJREzdJeYnnc2VruvbecStGlGEgWzXpia88+eju91EjHY6qTzimYSmO7FWCMI7fPhwIDdEPBqNmvMsukTkOxGXI6fAnmctHhF3olibaCM1EAq2CR0vCpE6EQ7+0UcfccQRR3DppZda+n2i0PT+9oivXr0an8/Hl19+aen38v5O7mkcCzv6YcGCBfzsZz/jf//3fy39PlE0QSbzuGrVKsBaFFa6xtdE+yS7+1y5UJs8Djv7bO9//oNn/vy0csTlMVhBPFmQibhdj7jd0PQvvviCRx991NJvFTKDIuIOIFPi29PTQzAYxOPx2MpRjfXq5isRz2bYnVwxHaw/g2x4xEsNBVe2YAETLBR+SteQouu6Yzniuq73WRysKndd1ykqKqKyshJN0/D5fH36pOYK6RDx2A2C0x7x2H+LxVn0Hl+2bFna7XfyoVib3dD02AgE8bf8ndXr+nw+ysrKzHfXbrG2MUZ+bs/559M2aZKlYzMJTXdCNwv91NjYSEFBAcFgsN+joMQcl5SUmG0C8z3XWfaIgz3jj5Oh6YFAgGAwiNfrNc81EIi4kDthfO3s7My4bdjjjz+OruusWbPG0u9jdbXQef1NxIWst7W1WXoG8j4lmZ62ox9efvllwLocxnqkBRHPxEO6evVqwJ53NrZYm9XQ8Nj12a5RUw5LT+f6NdEopXPnUnbWWZZzxGPl0o7OiCcL6XrE0wlNv/TSS7nwwgv56quvLP1eIX0oIu4AMu39KFtLNU2zHJo+EDzi69evZ8KECdxwww1ZOb9Y4IQ326qSji3WJp/DLhEX59p6+ukETzwRVyjEdGOjn8y7lm6Of09Pj0l6MyXinZ2d21WBTgWZ/LlcLnNjm6sQWRlyqDZY22zHGmWsLrJWCXysfhCL49ixYykvL6e1tTXtTX0+EHHxvogNTqpNcTwjWDqbKzksXRB6u5urMuP91KVCj1Y94mLMdoi4E32CxfMWPa2h/4tVyQYvYQQZKB5xu0ZbiN++LN3QdHkcQh7y3YgB2zzitbW1lJSUoOt6RgRY13WeffZZwDqRTkQm+1v+hayHQiFLRDZeaHq8MdvRD6+88krC88RDNvLrhUfcyhgSVU23Wwsp3dB08b4K45ddj3itscYAlBl/Z9MjHisL0Wg07RxxuzUxYJvh4uuvv7b0e4X0oYi4A8iUDMmFPGCborFTtRnyk4h/8skntLS08NJLL2Xl/HLFdLAetiSerfi9fI50i7UVFRcTGTsWgBrDSp5sDtPtIy4Trc7Ozows2rGh7VaUu5x3BOk/t2wgHY94bJqClWPC4TCRSAS3222GaiYKtYvVD3I4+YQJE4D088TzITQ9NlQ6lTzGbqblv+3ortiwdLAe7igMWaWiaFt7O1WGV9Jqjrioj2CHgDrR5UBcr7q6OmdzLhuARC5jvhNxmQyBPeOPrPOEwSnd0HQ5nUrI/UAg4sIAVFlZ6Yjcffzxx6xbtw6wTgbzpVibHMFgRe7ltIhkxjOr+mHVqlUmCU732TmRI27HIx5LxNON/Ew3NF0Yu4Uhza7RtkqK7Kw2PrOTIw72dEasLLS0tPSJOkw3NN3qfIs5XbFihaXfK6QPRcQdgOzZSQexG4QdySMuFqlMeiUnQ6IccbtGDMg8NL2wsBDdOEe1QcSteMTtGlJiFXAmeeKxFlo7HvGBRMTteMStLNDxqu4nmr9Y/SBv6jMl4vngERfzLoi4ndB0gXR019q1a4FtxcLk81jdXJUY72fRP/7BpNtuA6x7xEWIrh19kelaAdt0alVVVVLvWjYhv2c1Rm59vhPxWI+40F9WZE6WWbGRTzeKRR5HbW0tMLBC052SO+ENt3OeWN2Rq4gQ2XBiZd2LlyMeT09b1Q/CGw6ZRxOka8To6Ogw3wEraQpi3bOzzkajUVMfe4yWsJmGpguPuN00pk0NDejGM6sx1g+rHnFhrLRDxGNlIZaYW1nn062aLqc/rly50tJ4FdKHIuIOQPbspINYIm7VIz4QqqaLzVlLS0tWrNaxoenp9hGXz5FusbYRv/89JddcA0B1BjniqcYeq4AzIeLiWEGi7HjExUKez0TcSoGSdAwiscfIx8W+f7H6QTy/srIydtllFyD9Fmb5UDVdbNCtesTjEfF0wg2FcU9UTAf7Xo4S6XeFhvxm0yOe6VoB2553PnjEB2JoeqxH3ErP+XA4bLbZE51NfD5fWt5EmYgLUjAQPOJCv1dVVWVcrVwOS4fedy6VAQz6htpC7jzisqxbMcRZDU23qh9effVV828rPaVDoZAZwSUIrXiG6T474Q0X57fq/BDXtRK9JBvJRfqRU6HpVs8jxqCVlBCaORPd7abMeN5Wc8THjBkD2CPisbKQKLIuEeSiuiUlJXi9XlwuF8FgMGU9n0AgYP5GEfHsQxFxB5DpBiSRRzxV7+NIJILL5TJDY/ujj7jd4iwyORNhaE7CydB0saFMNzS9+NNPzc8qIxHAWh9xMd9WPTSxCjiTcFexOInCYXZzxCE/ibgYm51ibXZy1+IR8UTvbaJiZjuKRzw2ND3Vxi5eaHo6RsRkoempziM2GcXS77yG/Fr1iKdDxJ0gq7JHPFftm+T3bKB4xGOLtQmZs5NKoWkamqZlFJ4uE3ExhoHqEU9X7r788ktWrVpFXV2dKcPptD10wiPe2dnJBRdcwIIFCywfI8+XXSKebMxW3qFAIMBbb70FbPMSp6NzMy3WJkLjBVLJglxbo2DhQqqMd8fKHkluHZZuaHqsR7ygoACXy0UkEklKTOVWl1133EHbpk1s3GeflGOHbc9WrFF29EWsLNgl4j09Pei6TmFhIW63G03TLFdOl+dy+fLlGRdlVEgORcQdgAgvSxdC6NNtuRRbeThbHvFFixYxduxYHn/8ccvHyMokG+HpTrYvSyc0Xdd181pu6V6tEHGnPOKZEHHhEd9pp52A9HLExbPPJyJuJzQ9NjpCJnOJFiD5/Su5+GLKvvMdihOQwFj9kK3Q9KKiIrxeb79X0Y71iNsKTQ8EwOdLy4goQtPTIeLi3eusrSVieCs8xn2k2lzFEnE7+iLTtQLyI0dcfs8GSo54bGi61Q19rL6DbXmmmRLxgdKDHfoavTOVu2eeeQaAY445xnKYeyQSoaenp09BWyeKtb344os8/vjj/O1vf7N8jBzBYOX9l+c8mfHMin54++238fv9TJ482SSV6aQDZRpNIHvEwToRH97VRfmJJ3Lguef2GVs8OFXYE7Yn4pqmWdovivXggFWrKLnySgreeMNyLRKhO4RH3E6xtlhZEPs8YXxJJfPJarHY2WP6fL60C1MqWIMi4g4g001QoiIyVhSUbCm0qhwAFi5cyAknnGBuZq1gwYIFdHR08MYbb1g+Rt5gZMMjnqhqejrty9Lx7IbDYaLRKAVuNy7JSl6Shkfc6gKTjRxxOx7xRMXa7ObWZwOxRi0rm21zk+L1UnLRRRT/9a8pK6ebXnSvl8IHH8Tz8ss0GnMeO3+x+kEmz6NHj6awsJANGzakpUdioxNyQczE+yKIaVdXV1ILuuwZqdh/f6p22YUy43lb9XLoum4a9mQibifcGOD1886j46OP0MvK0MJhqrDu5UjHI+7EvMTLEXfivB0dHZZbTcbziOd7eHW6oenxSEwmvcRl47HQ/QPVI54uARZh6ccdd5xlMh2v7aEToeki9NZOzr/8zlt5/62Gplt5j0V++OGHH57WsxPI1COeNhGP2V9ZiTyL5xFPl4gLIxpYM9yK9WCnTZso/M9/cK9caR5nda0Q6VN29EWiFERB6lPNeWy7OPlvu84eVbAtu1BE3AGkehlTIRMiLnt07YTsPPzww7z55ps899xzlscpiHS6oZjZDE1Pt494pu3LxHVqi4rQenrQCwv59J13+MVRRwH2POJ2q6aL45zIERce8VQkCrYP/86n0PTY9mV23qXd/H4KH3mEkmuvTblAi89L5M15zHcCsTIgh6a73W7TCLJ8+fLkNxcHsfebCyIu3vH6+nq8Xi+RSCSp3Iu5qPB6cX/7LZrfzzCDAFol4s3NzXR3d1NZWWnKH52d1P7rX1xGap0shxsCRI1Q43oLx2YSmp7pWgF9c8SdCk3/7LPPmDRpEnPnzrX0e1nuKioq0DSNjo6OlLmHuUSi0PRUm9J4G1oRmp6Op0j2jgodmu9GDOhbNT0TuVu6dClLly6lqqqKgw46yDxXOl5dJ4rGiRBrO0RcNpw4WazNin4Q+eGHH3645dD8eN5Rp3LEXS6XpTGYxmvpMy8WPeKFhbgXLcK1cmVaoem6rm/nEQdr+wOz1aWoK3LllUy7664+40uEWI+4HRmLlQXhER8/fjxg3fAhR/KIZ5fK+KKIeP9CEXEH4GQfcbCnHGQiWVBQgNvtJhKJpMxzFJsBO+Higkjb2TTIpLY/Q9OtFmuTF/V0csSFIh4qNvT19TSMHYvHIMmWPOIFBdDdbdmIIOZurNEqzYnQ9GHDhlFcXEw0Gk2ppBN5xMW4conY0HQrC49JDKU+oanmwkxHKCoidPjhANQnaGmSqI+42IRnEp6eDx5x2VNmZXMnno/8VIYYBM6qlyNeWLp79Woqr7uOXxnXSGZQEvqx0Jhz3SBWQ7BerE3Ma3t7OxEjGiIVnOgj7nRoejQa5bLLLsPn8/HJJ59YOkZ+z1wuV9odJ/oTMgHWNm+mxpBRq2lM2QhNF8UaB4JHXC7WloncCW/4nDlz8Hg8lr3aciSNgNMecau5sNkq1pZKP6xZs4YVK1ZQUVHB1KlTMzJiOBWaLmTYKjGslHS8C2t7pLqCAiqOPpqKww5LKzTd5/Ph9/spLi6mtLQUbf16yr7zHf5uvItWPOKlkp6oMvbCVj3iQ4YMobi4mO7ubstGo1hZEPu8nXfe2bynZEhmfLEbdamIeHahiLgDyLQ3bCIibrdYFFgPPRGbATte6nSIeH+GphfecQcHvfgikF64YTqeXZNUGAXz9NpaNm3aZCl0SXw37tJLqRo/njKLZEQoSaGQnQhNHzJkiGXr+kComh7bgcCK1b1WVLo/7riU8yenNkSNBbPWIHep+og7RcSj0ah5v2KB7W8iHo1G+3jKrIQ7mvJt/BZgSIJnlwiiUJtcMb342msBqAZcup7UGBkKhagFzrngAip3353uefPY+txzfIL1Ym1lZWW2Zd+JPuJOV02/7777WLx4MWDdmBZr8BoIBdvMdbasjKpdd+XwH/wAD9aJuLyhFV61dFqYyZ55ce22tjbLxpxcIV4f8XQ80YKIH3/88YB1QhhbVBOwTESTQXjEe3p6LN1PIBDocz0ni7Wl0g8iLP2QQw6hoKAgIyNGJh7xrq4uNm7ciMfjsU3Ey43/t155JQGsrc3D3G6g19GRTmi67A3XNA1cLjwvv8wBxrWTjUGsB6XS9YqMObfqES8pKbFd4DFWFuwScSdC04WMqMrp2YUi4g7A6fZldnofy7kzYL1YkV2PeDQaZf369UD6oenZ8IibRLysjJJf/pK958+nivT6iJeUlODxeAgEApYJgbhOqKiInrPOInTkkez0q19x3RNPMApr1t6yhQvR/H7qv/iiz9gSQchLpkQ8HA6zdetWNE2jvr7e8qKeyCOeT0Q8narpNcaCG21sTHmcmNcJwSCel18GoNb4rdX2ZeL5pUvE5fO4jY1KfxNx0T+2rKwMj8dj3lOyTYJ4pqGqKgIXXghAnYUNkQyhS+Qe4m6pBVx1inMFg0GqjL/1wkIie++NNm0aXSQv0ie3hCkuLrZdqCzTtSISidDe3o6maVRUVGQcmtvc3Mx1111n/tvqOxwbiSE84vkcYi3WihppbquwXjU9Xo54JqHpgtBWVlYSjUbzQn8mgxPty9asWcPnn39OWVkZhxxyCGCfiMfz6qYr/y0tLX2ItJXIhFgZT5eIx3t2qfSDHJYO1u8/nhEjkxxxEZE0ZswY891PJQtiDMvOPZfWNWsInn8+YM3h1GD8271qFQ2ff97nfFawXcX0d97p/bdh/LJiDCiW9uOFaRBxuzpDnqtoNGru86zW85Gv7fr6a9xffGE7NH3y5MmA8ohnG4qIO4BYMmwXTnrErYY3i2taJcebN282LYMtLS2WQrhCoRCdnZ1mDtHGjRsdzyEUm4M6Q0n6q6tpw3pvSHlR1zTNdoilOM+G8nK6b72VwC9/SeE33zCstZV6knvXgsEgbunfhcazsdq+bPTo0bjdblpaWtKqkt3U1ISu69TV1VFQUGDZIz4Q2pdVhEJoGzZQZLybVqqm1xj/9z76KLsa36Uq1nZAezsuY4GsSEAmY/VDrBdbeBTsEvHYeYD+J+JyWDpgqRWRvKEOHXYY/ksvZbORQ5duaLrW2opr40bz+xqSG8HC4TDVxt+6Ib9yK8hEeioYDBKNRvF6vRQUFNgm4pmuFTIZcrlcGeeIX3fddbS2tnLwwQfjdrvp7u62lKeayCM+EELTa41n2L3LLjSRXmh6JsXa5NB0r9drVkfO9/B0J9qXiWrps2fPNvcuVmU4G6HpsZ4+KxEOse+6nWJtqYxnyfRDIBDgzTffBGDWrFmA9YgAWee6P/kE17JlGT07EUUwduxYy/Mn1oSi4mJc69dT+sYbTKR3j5SoSKRYf+ulz2o++wxIzyMuUkqKbrnF/K6K5HttsYcrktY0VzBIJdZD04uLi81rW42ikWWhpaWld82qrjb1heUc8aIiKqdPp2LmTMqNd86qR3zy5MlomsaaNWtSRooppA9FxB1ApgQkUR/xZC9LbKEvAauFLMRmoK2tzdJiKoeVh8NhS8eI51JdXU1jYyORSMSR0EwZpnfBULTdQ4cC6YWmg31SGe88QWOBqyW1MaVE+neJsaBbVZIVFRWmck/HMyOHpYP1nqxysTHITyJe//TTVE2axKHz5wPWLN5Vxv9dbW3skyDfO/aYWmE8+Z//4bVTT+3znUDsc4kNTR83bhwul4vVq1fbKuaVD0RczlcGa+GOQr4ntLai9fTQc955bJ04EUg/NN399dd9vq9Nca4+HvHKStwffEDxFVdwnmE0TPTexoYpCwOEVSKe6TsiV0yHzOb7/fff57777sPj8XDjjTfaqvUQK3sDoYWZeEaVxkY4ZBhxMglNz7Rqent7u2nEyGciHo1Gt/PkQ/pE/LjjjjM/cyI0PV2PeGwvbDsecSED6RZrizfmZOd699136e7uZtKkSQw19jlWPeJChqsKCqg47DAqp02jxKJ3NB5kIm5VFsT8lZSUUPjAA5RdcAEnGYbPVEVRh0hEvdjYQ6ZDxOvq6iAaxS15eOtJvT/QgC3jxhHee28iRmHbxhTHyfV2ZI+4VZ0hy4LYNzc0NNgu0Nfg2kbz7Iam19fXM2LECMLhsK0OSwr2oIi4AxC5H+kilojbyWuNJZJWW5jJStOKVzw2v9vKhkvepIsew06GpwcCAXp6evB6vRRv2ND72fDhuMmciNv1iI/RdVxffQUdHbgNYltDYo+4aHvW5XLRfcMNvWOxuMDIedCioEc6Bg5BxBsaegO/BnqOeDAYJBQKUVBQgNdIo9jjtdcAax7xD2fMIGKEOosyKak84iKcPTJ+PIUJUkpi9UPs8ysqKmL06NFEIhFbuVj5QMRjPeJWwh3Fs5v+5ZeUnXMOnldesWR8lCGIuPCIu7/6qs/3qYxg2xHxVasouusujjAifRK9t7FpBYKAWpX9TNeKWMNHuqHp4XCYyy+/HICLL76Y8ePH23qPYz3iYjz5Gpqu6/q21oaG3tPHjEEjtcw5TcRlj3hdXZ3p4cpnI0ZHRwe6rlNeXo7b7U5L7tatW8dHH31EcXGx6dGFNELTCwspvuIKim68sc+xVlvvyYgl4la8lYKsi04jqfYKkUiErq4uNE2jtLQ0qY5Oph/ktmUCdp/dMOkZiaJp6XjE16xZA/Q+A6trjniP9vl//4+i228HoDGF4dMs1ibVTyg0Ip/shKbLTgdtwwY06Z2vS3J96F0LdGDBlVfS+corRI39UiPJPeJyBIfb7bYdmi7LgtjfNTY2Wn73xFo13Jjz8KRJeA19bZWIl5eXm6HwKk88e1BE3AE47RG3EpqeyCNutV2TfG4rRdRif2NlwyV7b0Qup5NEXDz3yspK3EYFz+Evv8z/kF77MnEu+dypIK5z7ubNVM6YgfexxwhIHvFUxb4KCwsJzZpF19//TtjIl+3p6Um6qZDlRZDodPLEZSsrWA8RTBSanuuq6TI5cBvy6opEqMQaEe8YO5aeiy4CoC5FOy0xfzXG/MpFZFJ5xGMjCiC9PPFkRLy/5kIu4ATYyhGvMjYK7mXL2O3LL/t8lwxyD3GhV2Qi3uR2U0By/Rkbmh6VqqZD4vc2lpTZ9QQ77REX3SLsGl7uvvtuPv/8c0aMGMHPfvYzwJ7ui63FkO8ecUHUSkpKKDCMOFV33sm1WPeIy0bbmpoaXC4Xra2ttkM2ZSI+UDzi8loL1tcKGaJVqtz/Wj6X1YJjQ10uiu66i+J583D19GSU6yyIuJ30ACHjMhFPlqoX22FA9mLHrvPJ3j1BxOMZMazmiMue5XLjeadDxEXFdNkjbsVDWwaUSbpaeGtTrrNSqlCB4XTx+/2Wq9zLOeLumDU2lUc8tkNR6IQTaDv/fDaRfI2JNdo64RFvbGy0bHwy3xfDiBE1OuPIY0sEeY8p2qWl015VwRoUEXcAmeZOxFZ6tlKsLV6xMfnYZIoldpOejkfcChGXq/uKDbOTldPlDY3LWBigt7BHuh5xuy3MzIXCUHZ6bS1BkTdJ4g29+LzG4+k95tRTie62m6X5k+UlEyKebmh67AJTVlaGpmn4fL6c9hHus+ExNtsAw7BWrK2wsJCo8SzqjftI5RGvNL4vvfhiTvntb3HFOSZWP8Q+P0iPiMeSIcidR1wQMTsecbERLPr73znsrrtwYY2Ib9myhUAgQE1NjXm/IjS984knOHKPPXgKGx7xqiqzfVm9sbGzSsTthqZnulbEPu90CNGmTZv4/e9/D8C8efPSimxJ5BHPVyIurxUY4bDQqxuCwWDSiuXxcsTdbrfpsbJTOV3X9T5jCYVCJhHP12gC2D7yJR09E1stXcDquiN0w1CJfLmXLMmoYJsg4vvttx9gjSSJeWpoaKC0tJRIJJL0OcQ6Wtxud8IxJ9IP33zzDcuXL6e8vNwcq3xOq0YM0Z0iePLJFOy7r3msVUIrIJ6bHY94IBBgaMxnqQyfQoc/vtdedLz0EgCuTZsoLShA13XLtXH6EHGJUL45ahSbSU3EC4GSQACiUXp+9CM6r7mGpUnGDYmJuFWPuCwLMhGXa4Mkk3kzNF047V56iX0sRl0qj3j/QhFxB5CtPuLZ8ojHKkw7RFwQf7uh6SNGjLB8LauQrfSatIlpIL0+4oDtYm2md08i4iWG0cGKR/wH0ShV48ZRfNVVfcZjZf7KyspMIu5EaHq6VdNdLpfpmculV9wkpiUluCQ5G0rqCBE3MPO55/A++SSQuBWZfAxsC+9zNTVR8+23DIlzjKwfIpFI3I290x7xXIemW+kjXiaN0RWNWnpvIX4Pcd/dd9P58MOE997b1Impwg3nA6uvuorgsccSNTxitSmIuFlwyHhP7RLQTNeKRKHpdub7mmuuobOzkyOPPJI5c+aYn4t32AoRF/M7UNqXCb1UXl5O9//9H7777wdghOGRSyZ38ULTAdvtiMS5wuEwRUVFFBYW0tjY6Eixtu7ubn7605+ycOFCW8f5/X5LbdMSEXGr5Hfz5s0sWrQIr9fLEUcc0ec7uy24GozxRnbZhciee6ZddEzXdZNcCHJrZQ7Eb6qrqy0Zr2TZE0j0/BLpB1Et/eCDD8bj8Zif2w1Nr5M6g3g8HrxeL9Fo1Fax156eHtatW4fb7WbkyJG2QtOHGX/rxj5SGD5TdScJVVURmTqVyMiRaLrOeItFiQXkYm0ug4h3X389dx58MO+lOE8wGOQo4Lhzz6X0e98DrKWAxka+2S3WJsuCcLSIz6wYYMVaVSfN7V6Gw8oOERfdeVTl9OxBEXEHkEkBskgksp1ny8pLnknV9Ew84rvvvjuQfmi6kx5xueiN7/nn8d15J2DNI24W21q8uLeVhaGY7OaIm55RscDV1LB52DA+nz6dt0jtER+iaQB4XnyR4l//miEWcmWdyhEXx2RarA3yI09cLB6ji4rQpPkfRupWgPXAlJdewvvCCwBUG/OTLHdNAwoiEXRNI2JUPo9H+uW56dNSRCqikgkRLy8vx/voo3iefTbnxdqs9hEvAIp9PnRNI7zbbgAMx9rGKl7rMn3YMMJHHAEVFZZ0YCgU4gug/bTTiOy3n+kRF5EtqSIhYnPEreqLTItVJqpS7/P5LHm13nzzTR599FGKioqYN29eb09dA5l4xPO9fVmssVvkeQ417j+ZrMTrxwvptTCT1yzolQcnPOLPPvss999/PzfddJPlYzo6Opg8eTJnn312yt9m6hF//vnn0XWdQw891Lx3AbtkssGIVgrvuy9oWtoF25qbm+no6KC8vNzsXGGnanpNTY0lw32faAwDicacSD/Eyw8H+8XaOurqCB53HOG99oJgMC0jxtq1a9F1nZEjR+LxeCzJgq7r+P1+0yMemTQJ2Jb7nUrfCuNqZMoUwnvvTaWFbigy5GJtWnc3ekEBkfHjLXcoqhX3UVWF1t5O0fvvs7+mEY1GE0YBxtaCsRuaLstCbBqhFUOYeDa10tzWGHNkJzRdEHHlEc8eFBF3ALJHyi5kz4LYmFsp1habtyJgRbGIhUEoNztEfI899gDsEfFsecRjF7iooTAasd5HfPi111J+7LG4DOWYbo64CFHWa2vh4IN553vf4zFSe8TN/phr11L0178y3ugHnWju+xQdKisziXgmoel2lDts7w2D/CDiYtzj3O4+n6ci4n6/3yzOFh0+HL2gAN1CERkd+MMvfkHbt98SNeQ7Xhi8rB/ihaXDthZmK1assFx0SMxDncdD6YUXUvb971Np6INcecStVE0PBAI0AJquo9fXEzU82yOwRsRjK6bLKHjlFR577z3+jbWWNKZ3qagIvawMD73tbBKFiGaaI57JWiFfR1zX4/FQXFzcp0JvMvz5z38G4JJLLmGM0TJOwOo7rOt6Qo94vrYvE2tFVXk5RKPbCi6l8MjJ38W+s3Y9XPI4xJpVWlrqCBH/3OitHFt8LBm++uormpubeffdd1P+Vq4Foa1fT9nWrbhcLrq7uy2lI71gGDjlaukCdvOc60RdDmPtS9cjLojFuHHjbEUliHmqra21ZIiLNQJBYo9mPP3Q09NjRjrI+eHyeawaMVbtuSfdf/oTxdddR+Vee5kybSe/Xs4PT3Yvsfeg6zqjjLVZEPGqFERc7J8uWLCAkssuo+uuu+h85RXWGM/SKhGX0/C6b7+dtvXrCe+/PyO7u9k5yfWhdy2oMf7Wq6spWLSIiuOO4zrDiJeqw0a6oemyLMih6WDNaSKu/86xx5oFgasM/WOnIPDw4cMpLCxk06ZNOa8DtKNCEXEH4I7Z+NtBvLClgoICXC4X4XA44SInXv7Y0HQr1YeFwhReuPVGhelE8Pl8tLa2UlhYaBZusLLxTJQjbjcfKRFiC8hEDUUnQlyTXcf0aBoEPFpXB8FgWn3ENaDMWDD0mhrcbre5wU/lEa+PGePYFMVLAoEAkUiEwsJCvF6vIzniDQ0NFN59N7MWLQLs54hDfhBxsRlpamig44UXCB59NGAtNN201I8fT9umTVz3ne9AkuP61GgoKTE3hcPYfmGW9UOslVygoqKCxsZG/H6/ZWOVmKeREmlsNDaS/U3ERwSDFF9xBfsYm9tURFzkBkYbGtCNVjxWiXhsaLr3P/+h5Ec/ouD118Htpr6nJ+48yAgGg5wG1D3+OJqxyQnvsw+flJZSnOTYWO+o3RzxTNYK6KtT3YsW4f3nPxlhvIdW5lwYMU4++eTtvrNadLGnp4dwOGyGtorxQP6Hph8UCFA1fDjFv/0t0FuU0YW10PTYNCYRmm7HIx5LxN1utyOh6V988QUAGzZssBxmLAhVR0dHSiJn9q+vqKBy//0pP/10ym3kZot3durUqdt9Z7c2yYaRI+k5+2wK77uPsmOOoSxNIi7uf6eddrKV7y+HplvZL4j3sq64GO8//0nBu+8mNHrH0w+LFi2iq6uLXXfd1ew+I2C74nxREXptLa6tW3Ft3EijIdN2ognk/HCwFh0hrj9SEPGxY2lbupQjpk0DknvES4C9ly3D++CDYOyrrLbpFb/p7OzE4/GY84XHg+edd7j6gQf4S4rz9PGI19SYdWSEEyVVGpPYJ1VVVVFQUEBHR4elccuykA4RF9cPDR9OjxH1Ut7WZqlThGw8crvd5lzbMfQpWIci4g4gEytRPGuppmkpFU2i0PRElZvjjXfChAm43W42bdqUtOiE8IaPGDHC3DTY9YiL3qPd3d2ObdbEfRy+cSMV++5L4UMPAb1VMNH1hPckwqTqAM0wdFTuvz/e+++3XQG8p6eHKsCl60QrK8HjoaO5maEbNjCdxJ41sy2HaC0xZQoAwseXyEIte8OBtIm4ruvmMQ3l5ZRcfjkz/vtfhpI7Ir5kyZKM8pDEuAuqqohMm0bwtNMIjRiBj9SFD02PeGMjuFwpI0ti2wcKIh6P9MuyFC+sX8BueLo413BpjOWGYae/ifiYzZspuusuJhuEIFUf8Y+BF59+Gt/jjxMd1ps5aDU0PbZ1WcHrr1P42GO4vvkG3fAupmpfFgqFuBRouOYaXAZJ8D35JHOnTGEjqT3i6YamZ+pRkNN9Sq69ltKf/5z9DDJsZc4FiRB6XIbVdzheREy+FxwTz2ZMNIrW0wPFxURra3FD3LoOMhKFpguPuJ0c8VjDe0dHR8bPTtd1k4jrum6536+8qU61fgiZGK1paN3daO3tlBnGBCskLqHcdXYy+e9/519YJ5PfTJpE9803QyiE5913GW0QFrs6T3jEx44daxJxO1XTa2pqzHcm2Z5GjGuXaJTSn/+c4ssvT+hFjqcfEoWlaxs2UGqsP1Zbh43YuhVtwwYiRgGuScazy8QjboWIi/N/UlJCz9lnE9lrL/T6ejwp0oiCwaBptNXr6kDTIBJhiEHIrXjEhXGlrq4OTXJ8iLogqaqmh0Ihk4hH4xDxRMfGrvUul8v0ilsx+AhZiEaj2/ZqDQ1oW7ZQb8GA0id6q7SUaE0NBeEwQ7Aemi7kVBVsyy4UEXcA4uVKB/GIOKTOE8/EIy5e8JqaGoYOHYqu60m94jIRt7NpiG2143R4uriPUd3duFeuhGCQ7htu4MeFhUl7iYdCod4cJ8ni6Fq/nsKHHkqrWFsH8Mfvfx/fI48A0FBUxJyrr+YZUodcibYckb32AmBEirZZsRX2hwwZgqZpNDU12apY7vP56O7upri4mCqp4vxYkiv3SCRCIBBA0zTKVq5Ei8l5TJeI+3w+Zs+ezZFHHpk2iYzNWw2dcAJN773H1aS2eAsirhuGDSvv36nAuX/4A0V/+hO65BGPPUbWD1aI+NKlSxPfpARxvw3Gohr40Y/g0EOB/ifiQ4yNQocRLm6lanphRQV6XZ1JxFNVtxcQxEd4B0Trssiuu/Yh4qk2V3L7MgERyZIq3DDd0HSn+og3RCLohpzvakTRpCJEoVCIjo4OXC6XSSBkWCXiiar1u91ufD5fxpXhswGxVoww9G5kzBj8v/wlvxs1im5S1zSA7d9ZO5vq2HGIZ11fX2/LuB0PGzZs6HOs6PGcCqslvb/R6M2cCOI9H2c8p8iuu5p6NpVxKRwO09bWhqZp2zySALqO96mnGPrUU5wNBC2GphcVFYGmmeHNE4131a5HXBgixo0bR1lZGYWFhXR3d6c8jxyabscjvpMhe+5ly9jDeEdi39l4e8l33nkHgMMOO6zP52XnnMOBM2dyNdBl8dl95+abqZo82Uyl2sXYb6RDxIWXVA6PT1T4T1z/1aoqum+5hfBBBwHb1tlkHnEzemrIENzvvUfV0KHcbMi4FSIuIlbq6+vxPvoolePHU/T73/emEdLbRzxVGqgcmq4bcySiaax6xMUYwJrxTvy2paWFcDhMVVUVxS0tVE2cyG8//hhIvs77/X5qgMP+9S8Kb76ZqBGVOprkzy0cDtPd3W32vQdUC7MsQxFxB5CJFyAREU9VcChRjriVkB1xzYqKCkvkWCbidjaesfmMTvcSFxvGRmMRio4dS8+FF/J0RQVhUocVjzY23aFp09DLyij48EOGGs/GTmh6BGgfMYKI0Q5kq7EYVQGRFDnigoiHDSI+PEW17lhLZUFBAXV1dei6bitEUg5LL/joI/PzsSTf0Ijv6ktKqDz4YKrGjqXouusy9ogvXryYzs5O2traePzxx9M6h9jUnPTFFxRffTWub77p49lOlHstE/HokCEU/+IX/O/f/saxJN8gjAGqN29Ga20lPGkSbSefzJtxjpH1g1icZW+iQLoe8XpDJqJjxuSsWFuV8U7v9fzzHEjq0HTYpuOCxx3Hmg8+4PtY21iZYbJVVRAKme1oIhMnEjV0TQ322pcJlBYUUERij3iy0PRUKTc33XQTe+yxh62CfLEQemniCy/gWbAAgAmGXKeacyGHogd2LNLyiIfDEAr1IVn5GJ4unk2jMX/R0aMJ/uAH/HfUKDqwliPuRLG22ND0lpaWPs/NSgXzWHz55Zd9/m01fFQm7KmKCJopKIZsRCZMYKjxPFLJnbwPkMNt3Z98Qun//A/QuxEts+jVnbhqFe6PPyYycSIAOxvyaLdYmxxirWmapRSBcDhMe3s7mqZRWVlpqd2peD4jDdnTwmGONBwfsWOOt5cUcyOIL4C2caO5bl9Hb+HLZBCRewWhEHpZGZG99wZgZ0PP2TFiyB5xbdMmKmfP5ofGPjTReeJ1Hij64x+5edEijiC5w0J4nvW6OvSGBrRwmKHGvsrKeiG3LnMtX46ruRk0rTcdkV6PeKq1wgxNr64Gr7fXu0zyyKt4aWh2Oi0IWZDD0j1GC7fdDONfKo/4WGDsm2/iffxxojvvTNfQoRRjvRiwKOapPOLZhSLiDiCTnOd0iXiqqulWQtPLy8stkWPhLbfrEY/teet05XSx+NUa14kYoVKpnp34fJTRTzY6dixBo7fpaKMoit1ibfI86C4XobIyXIA3gaVZGFKumTyZrjvuMKtuN6ZYYGI94kBaBdvEb4cMGYIuWWzrsJZ3NFG638J77qEqQ4/4IiM/HeDee+9N650S49532TKKbrsNurp6PfcpokT8fj8BIFRfT7SxEc3vp8LnS+qhlTcI0YYGIvvvT9tNN/FAnGPke0lUrA3SJ+KfnnoqHS++SPC44yjt7KTA5cLv9/eLZ1K846XS5n83UnsYfwPs8eMfU/DKK1BWhtfwilvxiMuVp10rV6IFg0RGj4bycigtJexyUQqEE8hxNBolEolsI+IGAS264Qaef/VVfob1PuJer5eysrKUvYQB5s+fT1tbG//85z9T3mMiCFJTKelr4WmzSsSFPo6F1bQc05BbUkLFgQdSPmcO6HpWW5jdcccdTJs2jQ0bNqR1vLinehHuaXGtgO1b1mG8z3arIMP2VdN1XaegoICqqip0XU+r2J0o1CbGZ9UjLhN2qx7xBsPoUHTnnVxlHGNV7mLD0j3PP9/n3zUWQtO9wIl33kn5kUeaHvExxpzaIZNy6zJBMqzkictRfm6321JqipC9YdJ7NcLQTbHPLnbd03XdNAyI9wt6u6zIqO3uTrpmyq3DokOHEjHWmrGG3Ft9dqFQiG+++QZN0xg9ejRFf/sbBYsXc6Rh2EukO4TePDQUwvXVV6DruNatY0JbG2Ox6BGvryc6bBi6y0VdTw8erK0XcqE2t7G2RiZMgPJyIm435UAkyf0Hg0F+BWz585+JGB0+dCk83Y5HXKSzWDHeifmUibhbipZrIPVebYTxd3TYMLruvJNF993HG1irISXvMbPZwmzhwoVMnjyZN954w/FzDxQoIu4AEoWm33fffWb/x0RIRcRThTbHEnE7xdoqKiosEXHxXbqh6WKxylZoeqWxcEbHjsX94Yf8MBBgMomfgXimww1rX7SxkeAZZwBQO38+GvY84ocDJz7zDJ4nngB65SFkbLSKE4xBzN8Xw4YRPO00oqNGEa2royvFxjDWIw7p5YnLRDx47rm0fvMN7735JjdjjYhPMIwYAK72dsYZ4003B1Ym4p999hkfG6FXduDz+dCAarHZHjmSin32odPwBiQzal0JrFy4kNBJJ5k5YMmq74vK34AZqpYozM5uaPqyZcssGSLEuTyNjUT23Zey732P6t12Y7KNIkqJYKVyeygUwufzUQEUSKkto0ntEd8TKP3kE7PNnJXIBTEu2RhlhqUbGyQ0jW7jXO4E73AoFKIQKAJ0rxeM3+vGO1tPaiIuz5/VdBaR2/7YY48lrcmRCLqumzq1SPJMjDLGlGq+ExEiAO999zH+jTcowbpHfILbjXvFCgo++gjX119n1SN+xx13sGzZMp588sm0jhd6qdoYW3TMGFzLlnH8li3MwFqxtspgkJKLL6b4uuuA9ELT5bXX9e23jH72WVxLlmRUsE3kh4scYjnkPBFaW1v7yGsqj7iQiRrJEDLG0HNW5S7WAOQ1iHjUMAA1hsNJ34tAIGAW1dQbGohMngzAcOOZ2SHiTU1N+Hw+KisrzT2NlTmIfYfshKbXS3umRuP3qULTfT4fwWCQ4uLiPp5V7/z5fX43NBJJ6nyRn120sdEk4iONZ2b12a1bt45wOMywYcMoKirCvWQJAO8bc5jIKBMIBCgHbluxgoojj+wdh3GvyWo09PGI19eD14s+dChueot72skRr6+vN6OnojvvDJpGwNhHeZPsW4LBIO8AwdNOM9tcml0XkoxdPFM5CsCOzhC/lYl4wQcfmN+PI/VeTTT41I0if2IsyQzlyYj4ypUrHSu2LPD73/+edevWpR0JuSNAEXEHEI8ArV69mv/5n//h4osvTnpsKiKeSNHE9lcUsFOsrby83HZoekVFBS6Xy1wgEiEajfZpeSKOT3UtO2hvb6eWXq+zXlaGXleH9/HH+XVTE7NI7RG/s76etq++oufHPyZ84IFERozAs349M+mdFythgoFAgL2BPT78kIJPPgF65SFs3HOpxRx/vbGR9mXLuOmIIwB7HnFBxO30KBYWWeFNp6yMUmNTkUy5i8VlXExo63jjHUjHIx4Khfjwww8BOP3004Fer7hddHV10QgUhMO9hVjKysAwGCRrYRYbKq1LRDwZeZfD2QFKVq/mcCAUQyZl/ZDMI97Q0EBFRQVtbW2WvGxiLsQGTYxjfxvFu+JhwYIFjB8/nj/+8Y9Jfyfm+oAY3WWFiJubQkN2yy64gE80jRpSp9Xoum7mJLu//hrozVkVWDhtGpcDvgSEPhgM9s0PNwxyuhSqaNUjDtbyxLu6uszNV0tLCy8ZIYZ24PP5iEQijCgtxb1xI7rHg+52U9/dTQmp5zthwaxQiOIbbmDnP/yB/bCeI76ztCHzvPJK1jzi69atM7286XpNOjs7qQe8wSDRykr0qio8r7/OTz77jO+SXObEnFe0tOD9z38ovO02XF9/3SfM1GrLQdMz7/VSdOONVP7v/+J94omMCrYJIn7ssccC1jzisWQ9lUe8vb2dAqBUimZL5NWNRTy5c61YgXvpUqKVlQQNnT+S1JE0ple3sZHILrugFxRQ29JCMelX/hbht1Y84rFGBavF2lxAtaTTKzs7KYsz5ti9ZNx31uejYOFCdE0jaMz5KFLrXPnZRXfaie5rr+WRGTMA6znifSqmh8MUGK3vvjBIYyJZiJ07NM3Ut0NIXhR1A7Bpl13MqMGIUaRzDPZyxIfU1OAyxi+K1fUIh0kS2RFrgbzX7r7lFo7de29eI70ccSsecSELMhH3/+pXRMaP56XjjmMFqXPEZY+4GIsHazWk5D1mTU0NNTU1+Hw+W/vMVPjiiy94//33AfjaWMsHIxQRdwDx8j0//fRToPdlsmt9gux6xOU8NSvh4uK7kSNH4nK5LG08Ozo60HWdyspKMy9MXCtVuzSraG9vZ2fj78hOO/UqdylkKGWhu+Ji9MbG3gXB5SJotKw63VC4Vry7PT09iPJLogpnWVmZaeUvTTJ/ewLfW7oUz3//a36eKsc/nkc8k9D0sSUlaOvWgUFu5GvEg1jsxxobz4iRtzba8PalQ8S/+OILurq6GDduHJdddhkATzzxhG3vemdnJ2OMv6NG0bBk1cwFRAs6swK6XY+48fvy44/nZbbfWMhzFUueZWiaZis8vauriwZg2rx5FP3hD0T22AOAPY3v0yHib775JmeffTatra28GBP+GAvT0FZWRmjaNNPLkoqI+/3+bZ4tUXDtyy+ZouspW5jFhvZGJ0wgOHs24f32M3/z4UEH8SegzdhgxyIcDlMGdNI3P1y8v8k2hn1yxMNhCIct6cNY4+NDRocHOxDPez9jYxeZNInouHF0FRUxHHs54jI8//0vLmNzdSZQk8KzL8jDaMlQ6VmwIGstzN566y3z73feeSetaILOzk78wAc//Sn+a64BthmBUrU3FN/pU6fSc955aOEwJZdfTqHXS2VlJZFIxPI9m23U3n+fwgceAMDz0ktpE3Gfz8eqVavweDwcaXga165dm9KILIi4mDMrOeLVQGDKFMJ77km0pobicJhhWCfifUKrjb7iodmzTV09kuRkOhAIIJp3RYcNg8JCgt/7Hh8ffjiF2POIx7bggm1k1woRr6+qovT885liGNRS5Yg3ApHCQqJDhxI2ond2YftnF7uXlCt+C3heew2tp4fI1KlmkdeRpNa5ggjrDQ3g9dLz05+y2jBgWn12cn64+5NP0Iz5OtHnY0Sc+5GvL3vkoa9HPBkRvxd44ze/MaMW5aJjdop77qRpaKEQ0eHDe430wOKLLmJvYHmCtpKRSISCSITfAqWScyA6ciS+8nIiScYeL0fcTjqLkAW5Ynr40EPpeO89lh5xBFtInSMuPOLR4cNxLV3KpEMP5UPsh6ZDdvLE5TStpUuXWjZo7mhQRDxLEFZqSE4843k4ITWhzqR9mZ3Q9EgkYublDTOsalY2DbEV0yE7oembgE0XX0zwe98D+vYST6SkxTONfXY93/8+nU89xY3GBs1KeLpMxHXJai2KRpUlWWD2BU7++mtzUwJQUlSUNPcpnpJMxyMulPuhy5dTNXkyRddfz9AzzmADvbm1icKPxOIyyigyJxbHBiPkKx0i/q5hVZ82bRrjx49nxowZdHd38+ijj9o6j8/n20bEDbmOJqlmDr3y7QkG6QHqp0/vPcZ4ng0k3yCYOeKGzMmkP9FxyYg42MsT7+rqYjxQ/847eF55xSTiexhzY5eIL1q0iDPPPHNbmyDDuJII4v1Y3tiI74UX8D34INC7QUpkfAyFQuiRyHbRBHILMytGROGJCp52Gl3/+Q9hg4RA6kq8wWCQFcDOQ4bQYVQkhm0pBvWkbl928H//S9W4cRS88YYlr5jQebvssgtut5uXXnrJVkizfP69jSKTkYkT6XjlFW647DKWkz4RL7znHvPvHwHjU9QXEDL85p570i5SSrxeagxd73QLM5mId3d3m9EzdtDZ2YkPaDv2WILnngv0JeLJjOXd3d3sB0ycPh33t98SravD8847eB95xHYLMyG/Q6Tw54LPPmOcYQS0G5r+1Vdfoes6u+yyC1VVVTQ0NBAMBlN6uAURPeCAA4Dka4fIXW8COp59ls4FC4gaVZQnktoTLbf7EhBh6aGjjyYyYQKLiotZiXUyKXRt90038cVZZ9FmYRwy4hFxQZKshKbPDAbxPvkkE+66K2UqW2dnJxuA1x57jPZ337X17OIZMQrefhuA4Jw5vaQSa0aM2GcH27y16XjEC6T38sLVq9kbax5xYXy16hGHvt5osbaPwV6xttHGbyPG8wfwT5rEx0Bngo4zwWCQeuB/geK//KXPd2JM2aqaLhDbQxyst4wzPeLDh6PX1VHQ1sYorBdrk+F0nnhHR4e5xysuLsbn8znGDQYaFBF3APEU4GeffWb+nczbnMj6lMozmsojnsxSGC80ff369XGtUZs2bSIcDjNkyBDTY2jF8xGbHw5G1UePh61bt1pSoKnQ0dHBWqDn5z+n5/zzAWu5O0K537pqFaVnn41mLKL6iBGEZ86kwkYLs0AgsB0R9/l8bPnpT9kFeEbKpZYh98cURK74mmv40223cR7W+4hDeh5xERo1yjgmsttuuDduZCi9YW6Jrm/2rjbkLzR7NtGqKoq3bmUU6RFxkR8+bdo0AL7//e8D9ou2+Xw+xhp/R43wNdGOLFFouggx90Cvh5NthCyVDN0GbD7xRHNDkaiFmawfkoWmg30ibt7v6NFmzuQE4z7tEPEPP/yQ008/ne7ubr7zne/g9XrZunVr0o1xrLFNbAqHA4EEm0K/308dUEBvT1YMfSWIuFWPeLz2WwJDW1s5DahN8D4IkunxeEDyhFjxiAsZKigoQOvsxPP665YKNgmjxm677casWbMIh8O2c+LE897NeCciu+0GZWXm2pHOpt61ciWe119HLy6m58wzAZhA8mggs01geTnRCRNo3bAB3yOPUGWcN52CY8nwtkE8BGl8/fXXbZ8jtlo5bHtfU3nE/X4/YwB3ezt6YSF+I0e8+Ne/Zqwh+1Y31kJ+qw3ZDBr6aYYxPrtGDFExfZIoXDZmDJA6T1yEr4tnunHjxoS6VqREFBcXm/uLiEQmbYemh0LoJSXoZWWEZs0ifPjh/L+JE1PWJ5E94vrQoebnpWnUxOhTqM3QB3Y84rtK+mEnrBVrK6+ogIoKIhMmoGsaQ9n+2cXeg3h2skfcf8MNdCxYQPCMM2wR8d8DK++7zyxM61q6lMMWL+YE0vOIe4zCtqL6eLKc5XhGFKse8WGAvFqGTjiBB487jvuxR8Q9e+9N9x//SI+xv4DU++U+PcSlvaz7gw+47rPPuDbJsaZHvKiIgpdewrVsmS3DnXiWgohPe/vt3rSY5cvZ4913+X+k9ogvB0ITJxIdMQK9pga9pKS3en5XV8L3Pd4eE5wn4o888ghdXV3MmDGD/YyItsEanq6IuAMQHkkZskc8HSJupb8ibJ8jbqUKrLwpKSkpoa6ujlAoFNcqLueHC6TrEXe5XKZXPdPK6eFwGJ/Ph8vl6qMwdMkjniwn2AXs396O94UX0GPa0lRVVVGONVLZJzTdeC4NDQ24dtqJZUB7Akur7FE1iVxJCQXRaNKQq2Q54umEptcZC2tk772JGpu4nUis4MXicuNBB9H5+ONEdt6Z0Ekn0XL88RRgn4jrus57770HbCPixx57LLW1tXz55Ze2vF8+n4+tQOeuu5o5w7KXOhkRh20h5tHGRlacdBI3kXyD8Ftg4zXXmHnoiUJdZf0gnt/Y9naKr7mG4iuuoOSnP6X42muBXo8pWOsl3tnZifDnREaPJjpqFHp5ObVGgRurof2ffvopp556Kj6fj5NPPpm//vWvloo4irnew+Xq3cwWFtJzwgn8W9Nwh0Jxvao9PT19Ci4J2CXiFRUVaFu24F60CGLuc/LHH/MIMDkBGRFGTNEzXEDOEQ+l8HK07LMPAAUSEbfiEZ8wYQJnGFEk//nPfxL+Ph7E+R+ZMoWOF14geMIJgDXvCMQv1lb4r38BEDzpJMLGPU0g+Xu8XVRHjIHWSY/4t99+y9q1a6msrDTrraSTJ97R0cHpwOjnn+9NxaGv0dafwPAYNgqIyQa+4He+Q+iAA3A1NfE/xobaaguzjo4O3ECZEWXm/3//D4C9jH/bfXaiYrog4mONavCpWpiJ7/fYYw/KysoIBAIJ51x8vlt5OYg+7AYRjxdeHYvtIjE8HnxPPknbkiVgyJCQJTt5zgAEg4z49ltbZBL6enbL58yhYv/9mb54MVVY84hPkH4zkV4iniisVqylwggUmDuXV595hj+x/bOL3UsKo0CfHHFNI7LnnuiNjYT32ovv7bsvR5A6mmAzwAEHoBt7uYJPP+Ww//6Xs1IcK8PsIT52LAQC6C4XPUY04rg49yNf35w74x71oUP5bPJkHiX5OvsZMPvkk9GMdy0yaRLL9t6bFdgLTa+YPJme888nZOhNgMavvuLvwGEJ9k49PT19eogLaJ2dTNu8mekk9oiLZzr1+ecpP+MMim6/3ZZHPDbScdxTT1Fy9dW41q1jn3/8g1+ReJ8WMtbfC91uOt9+u7dLhKaZ/eNH6nrCcacKTXeCiOu6boaln3feeexq7NcUEVdIG7Ev1ZYtW/qQ2mSh6ekWa0vkEbdCxOXQdEje31sQ5uHDh5ufWdlwxbYuE3Cql7ggGd8rLMT7yitgKD0roemBQIB6wK3rvV4w+RnqOvOWL2cL0GOh6I04F2zziDc1NaUMW+rjERcE0ELuU2dnJxpw9Esv4b33XtyffEKjcV27xdpGAoWtrUSrq4mOGWPm6o0lNRH3DRlC+NBDobiY7ptuovOWW1iF/arpK1eupKmpiSFDhphhgoWFhXz3u98F7BVt8/l8/ANY+eCD2/LJUoSmBwKBbWHSYhNUWsrKCy/k9gTHQPzUkKjhpYm9lqwfxOI85+mnKbr1VoruuovC++/H88wzAIwdMoSfAWdJETXxoOv6dh5xXC7CUp64FY/4V199xcknn0xHRwfHHnssf/vb33C73ZbSSFpbWxkO3Pzqq1ROmQJA9z33cElZGT7iR1UEAgE6gHtLS00iCduenZ3QdM+LL1Jx9NGU/PznfX4TNvRaUZLw+HOAV9evp/Dmm7d9UVTEY7Nn8x0gmCSt5bvAPnfeCUDBl18ywjDEJCPiwiNeWVnJUUcdRWVlJZ999hlfGVXfrUDoVO+QIUSmTUMfMQLXihWcdf31vEcanslAAK+RTtBz3nlEjY1WKiLu8/koAi755z8p/cEPett5hcOMN+7fyRxxEZZ+4IEHMmPGDAoKCvjoo4/Sqh/x/4DG3/4Wt8hxLC4mUFiIl15vdzwIWdxZGNtGjeqtzP/HP6J7PGZrRKtpBh0dHYwDXOEwkZEjWW94pMetXk0h9kPThcE/loinKtgmvh87dixDjXcvUTi7kIXHW1upGjEC1/LlhI46igUXXMCtpN++DCkqqKaoiPFAd5J59fv9XAAsff55QkcfDYDW2sq0n/2MewGfxQggXddNIj6+rIyCjz7CvXw5U++7j4NJTpLEvYwyDCcdCxfyRlkZuq4nfA6dnZ28DEw46STcX3wBFRWUGEaJ2HU29trbecRjCWtJCS319fhJbcQAqQUfmDU9dk1xrPn7SMSUmzFjx+J74QXaVq0isu++AOxM8qrpcvs06CW2/z3rLH5DYiIeCQSopbclrC5F8qTaHwuEw2FaWlrQNG27lByAivXruRDYK4HcbddDXPwtGfFSRU81GQV4vY8/Tp3Hg6ZpNDc3E07gpBEQRSA3b97MKMCzdSvR6mrCBx1EtKCAYUAohd4qLi42ixFC3z1momeXiJPIldMzxbvvvsuSJUtoaGjgmGOOUUQ81wPYEaDFFAUSVmqBTELT7eTOQGoiLrf/EZ5ksemON05hRBAEGrBUHTdeaLp8nkw94mIj9qeeHsrPOAPNUEh6fT1RYz56kpCo2KrNJjQNj8dDETDstddSjqOnp4dPgc7x402PmqZplC5Zwv3AT5Pk+AsibrbEsKAkRR70XgsXUvqzn1Fx2GGMNFp9bdmyxVKxi0gkwtatW9lf/HuvvXqtpQYRT+YRT9R+q6yszKymn2qBkSHC0vfff/8+75EIT3/qqacse9nF2OQIicg++3DH7rtzG/GfabwK3pC6WGJNdzdz2ObZgr6hrvJx8n11dXWhAbXGprf7t7+l6y9/McNdaxsbmQec39oKKSoI67rOONGCz5i7wC9+wc0nnMDbpDaKLF26lBNPPJHW1laOPPJI7rrrLtNLPMoI7U9GxNva2tjD+FtUoYVtzz+eDPn9flYDvxs6lMAVV5ifixBLO6Hp27UuE+cydE5JknDDEcBOoZCpNwQ+mTqVJ4FggmJXgUCASUCpNO+TDG+KFSI+fPhwioqKOOWUUwB7XvF4OlWvq6Ny40YmAb4U872dZ1LT8P/mN/SceSaRvfc253A8qYn4zsCQzZtxG6HRFQceyAm//z0TyA4Rnz59OuXl5eyzzz5EIhHekXL7UyEUCuH3+83oERH5A+CrrMQHFCQILRayOEa8Z8Z7Ed1tN9oXL2b+SScB9nLERX3/6C67EGlsJLzffmzebTfqsOcRj0QipiEnlognC033+Xxs3rwZr9fLsGHDTCKeyJDb1tZGMTDSiHCJjh5NdPx4mmbNYgXWUyKqq6uhsxP3++9DzDp15zvvsAzQktSlCAQCBAD3hAm93Q7ojWIKVVdTBVRZNM5s3ryZrq4uqqqqqF+8uM9300ntEXcDi88+m8DFFxPZffekLcwikQg+n4/JgHfFClM3JYpiid1LCgNPTU0N6DoVBx1E+Zw5aNJcpQrN13WdQCDAA0DNb39rPnsR1TCBxKlEMjZu3NjbTqyhYVs0TEUFEeN9SuURvwD48w9/SNhoswfb9q+JdH6psQaGq6r6pBHt/+GH3AQEUxgQtm7diq7r1NbWUnbzzXgef9xMQQPQDCdIZYKaGMFgcJtHXCLyVgq6dnd3czow+e9/771WVxclRocEuT98ImiaRktLC+FwmMNFgc6pU6GggJCxXtYkIeJFwPCiol5DqRi3tMdMlf5YXloKklyMHTsWTdNYs2ZNWgUzZQhv+Nlnn43X67VNxDdt2sT111/Paxb26AMBiog7gFhLm7BSi1COdDziqYq1iRdBtnDK/04W2qzrOmVlZdtVM4+36ZZ7iAvYCU2PJeLCs56pR7y9vZ0KoC4aRTeqnwPg9TL3/PN7PWtJPOKxhUNkfGxsanZ5770+SizRuU4FvvjXv8wKzDU1NXjb2zkLOCgcjpuLI/fHNIt9WfSI7xnzWdl991FdXW0S7FQQltaDDGNPeO+9gd7wZkhNxI8Ezn/jDTxPP21+7t66lbOLiqjEnlc8Nj9cYKedduLggw/G7/fz8MMPWzpXV2cnI4AyKdUgOno0r+62G2+Q2iMuQtMBqlev5jv0tpmJhwMDAV4Aam+/fdu1pHx0+VqyfhC9PT3BINH6enrmziV4zjmEjDY01Q0NLKVXMetJvKXC6LCTIAjGZig8Ywabdt0VH6k9VRdffDFbt27l0EMP5d577+1j1BNEPFnBtj5EfPfdxQ0ypaCAnUjsEYft9VZ05515qaGBF0ju5ZBD00XrsqjUugwgYryHiVoHBoNBqoy/5arpYK0Ajyj1EzYqFo83vGvJ8kSFvtvNMBqI8PRHH33UsuGqtbWVGcCP58/H++9/m+Pvqa6mBChNQYC3I+KFhQTPOovu227r7TgxbBg9LheNQHeSYl8+n48Jxt+iW0V4zz0BmEN2iPgMo83SwQcfDNjLE+/o6KCQ3mgL3e02jT4AD19xBeXA6hiDtoCQxdEiL994L6C3pojI+bQSmi68psJsFJkwgZqaGjrnz+fz3/+e9djziK9evZru7m6GDRtGTWEhxb/8JXsa73wyj7j4bvTo0RS+8w57G5v8RB7xtrY2dqVXJ0XHjQPjWQmDmx2PuOell6g46ihKjYJ55jUMYueWDFyxiKs7NI2Q8f6PtbjumOHVO+2Ex6h6HjzqKMAaEY8A7cce22s81bSkNSK6urqooTcPWi8tRTdScMZefTXrgcaYMcfuJcWzq6urw7VkCe4VK3CtWGGm4AF8d/lyFgClCeqKBAyv8neBwoceAtF6tLSU7iFD8AJVFuRORBGMHTsWbf16c28UHTMGXdN6u2UkIYadQOeIEX10br3PxwzAnUCGyo33LxwTTbHvq6/yM6Akha4RBrLx1dUU/+53lF56aR9C7zLe36okxdrMHHFpbvSaGiKaRh0QSkBou7u7mQpUf/IJYWN9LLznHuqltofJUFNTYxrHDjb4QNiIPhB7tSFJcvJnA0u2bqVUyom34xH/zlNPUbXLLngNY3FxcTEjR44kEomwdu3apGNPhi1btvDss8/icrlMh4tIyVu+fHnSQqEC7777Ln/+85+5Xdp/DWQoIu4AYl8oUajtKEO5p0PEs+URj9cj0EpoukzErYSmx8sRl6+VqUe8vb0d4YOLjhmzbXEBvMbGIllYcbwKogLrp0yhGWjYsqU3lCwJxDzIm4OmpiY0Q9nWQtxWMj09PWwFfKWl5qIaHTYMXdN6Q44SKHefz2cS8cD556OXlOBZuJADjOdsJU9cbBr3N0hcxMgNFWQuVWj6AcA+X32FW4r8KD3/fP7V3c1M7OWJCyIuigbJsFO0raenh7pwmG+BIcZiJZAsjC1eP3CAUffdx0PApDjPQdd1aozFQpO86KGZM/n+PvtwDolD07u7u5lo/C1CA2W4XC5WigIyMd4aGYKILyoqIrzffn3IhZWcYV3XzUJPd99993bE2DYRNzbDhQ8+yPxvv+VK4oc7+v1+9gD2Dof75HZHx47l5n324Ras17cwe4jHeMRFikhZAjIdCoW2EXGpeBfAhLVr+QVQn8A76Pf7TSIuCkQON8aRiIB2d3fT1NSEx+PBZeipffbZh/Hjx7NlyxYWLFgQ97hYtLa2sj+wy7JlffRSj/HeNqTYlCbsIy7gcrG0oYFXgZ4kxFJU6wfMcPbwrFkAHIVzRPybb77h22+/paqqyvT4HnLIIYC9PHHR1tCFsRGVCmh6Rd5uioJLIw0dHpXWQeitgnww8IvnnkNLQca7urqIRCI8XFSE74EHCJ5xRq9ukMJm7Tw7EXm3xx57UHj33RTdcQdTbrkFjV6ymUhnCiI6u6aG8hNO4Czj34k84u3t7Uwy/pbftZ3ef59bgJoUxl9Z7rzPPQdA+MAD+17D8HB7EoxB13Xcfj+vA3W/+EWf76JGOs54iwVgRWjthLFj8RgetcBVV6FrGvsAIZ8voTzEGrNKLrqIV5YuZSjxiXhHRwe7GH9Hdt4ZjDXX29HBMGBkTNGs2L2knCPuNdqcho48sg+ZHNvRwaFAcYI9lRz1pcdEAHYbhG6ohQKLgohPGDmSyqlTqdxjD/D7oagIX00N6wAtAaEXzzM2ku6wBx7gTWBkgnen2tDhUalYHUC3sWeqtEjE9zEMPZEJE8w5AHAb+7+aBBFQoVCICNDsdpuRi70HuvEZe3RPEr0vTMSBSy4hOmQI7q+/Zpax1qYi4k1NTeY7ua9hKBBEHEPvDjMi4+Jd22xdJu1rQrNm8duhQ3mI1ET801NPRS8tpXTuXIqvuAKCQUfyxO+//35CoRBHHXWUySvKy8sZNWoUwWAwZX0LgA8++ACAqVOnpj2OfIIi4g6gImYzJzzic+bMAXpJZ6oKhYk84nZyVKF/iLiVTUOqHHEnQtMFEY+MHdvnu1T5Q30Kh0jVVwXKamoQAaPeFP1+o4EAVUChVPipoqLCzCeqJb53LRgMcjDwt2uu2Wbd9nrxV1fjBkoTLIyyRzx8wAEETzsNgB8Y17CSJy7I+m+mTqXz+ecJGSQ4Om4cz4wbx20kJ+JmiKexiAOEDY/2QVgn4ps3b2bVqlWUlpYyadIkCm++mZKf/hS3UaDt6KOPpr6+niVLlpgF3RKhT8X0mDmdvnEjlwOROM80EAhwP3DzyJGE99/f/FxEKdTEMYTJ0Qx9NjYVFWysqaGdvgY0WT90dXXxGrDo7rvx/+53ce9lrfFuRpLkiQuS+7+jR9P53//2IRcHL1rEE0AoiaGsqamJQCBAVVXVdsYygFGNjeyLDSJubNBThb4FAgGuAf61ZAmeGAJqpb6FkK1GlwtXUxN6efl25Egz9FN5EiIutJIeU3190hdfcAPbckC3G393NzuL8xx9NN1/+ANf/d//AYn1odCrI0eONJ+1pmm2i7b1IURSFEDYyN0blsTwEgwG6ezsxO12U1FRQdFvf0vxlVfiitH5d5x0EocD61yJtwZ9POLGtUOHHQbAwYDfoWJtcn544dNPU/rd77JfTQ1lZWUsXbo0ZYsuAXmtkHUWpJY5v99PAfCnYcPw//znELPW19XVcQWwe1sbxQneZwEhu91VVYTmzCEyaZKpG2rKyjgUKLTR1kgY0vbYfXez6J537VqOLy6ms7MzoaFcEPEzDXkVJCdZaHqswQ1g6Ftv8RNgXBISFw6HaW9vR9M0KgsL8bz6KgChY47p87suY70sSkDqRcX0gwGP0e7ShNEtYvdIxJI3TWz0D/V60Xw+IrvsQmTSJCK77kohMJXEOf8tLS1cDYxZuBD8flwbNzIkGGQv4r//fYi41DYrahhhJ9LXYBm7l5RzxM3e60Z+vIBPPLsEspNsvxM06rIMtxBNIOTmYK8Xraent76OQUZfuOUWdgK+TfD89bY2XgRmG7VQzOuL6KUEIeaVxjoqR6sB+I11tzrFXkOQ3d0Mw4U8BwAFxvOoSZDS19PTw43AEZMn02MUVhTwGREhhQn0fldX1zaj++6703P22QCcbryXqYh4RUUFmzZtoggY7/Ohu1xm9CLGvI0x0g5i4ff7zdZlIgoDIDJ5Ms8MH85HpA5N18ePx/+//4vu9VJ0112UnXgiexvnSpeIRyIRs+7Peeed11vbyZAZO+HpoojvvjFOl4EKRcQdgOzx9Pl8rFixgoKCAvbZZx8qKysJBAJxw53kAh+xrQJSbRDSJeKxhdogeY64+Cxejng6oelO9RJvb283N8TRGCJ+9LvvsgrYNYE3u6enhy+BxbvsQsQIqZRRVVXFg8bfnldeSTqOyT4frcDYH/7Q/CwSiZj5RDXEJ+KJIhqWnnMO3wWaEoRKyR7xyB570PODHwAwZ8sWSrDmERe/qRw2jPABB5ibS72ykkcPOIC7SR6aHi/XMh0iLsj11KlTKfrgA0p+8xsK778fl7Eh9Hq9/GG//fgbsPaaa5LmTPfpIR6z2T5x8WJuBIriPJuenh5eB54YO7ZviLOxQFcnmLt44ewQ34Am64fu7m5CALvtZrYbi8UW45yeJUvifg/b5ideP/KJn37KSUBdkjDPeO810Js/GApx+HnnsQjoThKC1tHcbFr8IxN7txwRiYjH84gn6mcLMDIc5jBAT6JXhGyNNjaOkV137ePhAHAJb0mScMMq4+/Y0PQe410oSbAxrOruphSI1Nb2hoVfcAFeI6IkUWi6MGaIsD6B008/HU3TmD9/vqWWX62trXEJkWY8+zFJPIKyJ8/V3U3RnXdSdOedEEPeRVu4ZOklfTzixoZQr68nPGUKxcC+3d0JI7nsQLQtO2r33Sn9yU/w/ve/VJ16KscbOnuh0T4pFeTuArFrxbhPPuFL4LsGqY1FIBAgDDw3YgSBq67a7vshQ4YgKh145s9PmsoUzwgu5GHEvHksAI5pb7ecqiA84kcAboMkRaur2d0g1ok8S6tWraIG2Nf4/lsjLSZZaHo8A1DUCCcdkSS/WN4HFL79NprPR3jyZNNgJ+A3ojRKE7z7cuuyWDIpPOJTsFZ0THjE9zf2ZCGjmFbEMMTOIH54ejQaJdzSwrXA0F//urd6uXHtvYj//nd2dppkLCqRwIhExOW1NjZ6ThgEGqJRChYvRi8qImREhQgI73BpEm90Ip0bmTiRNUC3BQOGIOJ7GTo4bKSLAJQZeiNRFFZpWxtHAqOWL+/zecjYHyYi4iLyjJh1NmgQwroUue0i+m9n452KxhBxj/E8aoFonPeuT6vLGKwcN47/AF0JSHzEKKaqu91Ex44leM45REaPpsmIXkuVzhKJRNi0aRPVwJKxY3uft6E7omPG0Kpp6MR/5n6/f5tHXIqWg21RCVaKtQXPOYfO554jOnQonkWLuObZZ9mf9In4yy+/zLp16xg7diyHHnooJVddRflhh+FetIi5XV0cQmoi3tPTw2effYamacojrrANsvL/6quv0HWdiRMnUlhYmJTk+v1+IpEIRUVFtkPMBblLdFyijVC8fqqyl1r23Hd0dNDe3k5xcXGf3CUniPiGDRvihmxbhUzEIzvt1Oe7knCYsUBZkgI8jwOPnXTSdpZ56N2MfmL87Vq92rTYxUOF+E56Pl1dXejl5USASuIXFAkmMKRsPfpo/gM0J9iMFbS3MwqIFhcT3WknInvsQXi//SgJhfgu9kLTh8QsbpC80Ja4t7hEfN99iQD7AD6LrXzeNTwbBxxwAEU33QRA8JhjCBs9JQGOd7m4CLjogw8gicepDxGX8jgBOg1Z98bZqIj3K3YeNGOBroszD3LruaiUqwdw4ZIlzAeIUyld/jsegRZoM96RsiR5nl1dXQwDxrlcfYrPAHQa4WPDk8yD7KUVcH/2GeWHHopr5Uqie+2FC9i3uTmh5by6qYlCIDB06LYNgjH2UUBXgmJticIkf/z++7wKVCWpyir0V4OheyIx+eG9XzYwBDhIkk8Z4XA4oUc8JDw0ce5Z13VGGPISlYrTye3L4kU+iWc9atQoc/4LXnuNEWVlHHzwwQSDQZ588sm4Y5XR3tJi5hfLRiO3kX84LhxOqFOFrq6ursb7+OO9hGj//YnGhPVXVlZSBLiSGHH6eMSl5xAyijClCk9ft25dn/ae8aDrOm+++SYA3/nwQ7TubnSvF/e6ddz61VcMxXp4ekdHBx6gzeMxC0sJFLvd7AYMTdElojimxaVAfX09XwJbANfWrbiSvLMdRjjyn1pa8BpeISEPESO0/xis92EXz3BfI4XFf+mltH/xBV8YtQsS5YmvWbOG8wBPOExo1izKdtuNPUheNT1eaLpL5Gb39CSM+IsXlh5vzRX91MsT3Lvs1Y2t6xKZMIEgUAd0WYjGEAaKth/9iK477qDHiEwREVGjie8R7+joYKqu46LXs0hRkWlM3Zv4BmiZiPfxiCfowy6vFT09Pfh8PtxuNzVGccLQwQebLd8EgsY6XpHAAJ6sJk7w7LMZC/w5SQSMgNlD3JCr8EEHmd8J41J3IiJu6O1ATA58xPh3RZx9rq7r/CcS4XggfNZZfb4TxcrqkhjnYZvXeZTxOxHBI6B5vSzSNBYCwTiyl8jhBfDGnDl8F/gmxokGvfvzsZEIbox9UmEh0VGj6PjoIz41DD+pPOJdXV1s3ryZjcBzF1yA76mnzO9CRx/N3qNHcwmJi6KaRFzyiAPMaW3lf4GeBPLS2dnJr4Fp11xDwcKFRKZOpeO11wgdcADlHR29zyqF/k6Eu+++G4Bzzz0X78KFFN53H+7lyyl84AGOe+stfk1qIv7pp58SDAbZZZddtosgGahQRNwBNErKTSyOexiWUlGcLF6eeKKwdLDuEU9UrM2fIHcknlW+qqqKsrIyfD5fn02AHJYuV/O00jc3UY54UVERQ4YMIRwO22q3Fe8+zCIaMZurHlE1OYFXJ1HBKIHKykr8wEXjx9Px/vt9wn5l6LpOlfCYSoSssbERXC7ajMUtEmdRn7huHV3Akffc0+dzseGLZ63UdZ3Cri7eAELTppl5Yj3nn09PYSEVWAtN37JlC9cDP/nvf3v7MEsYGwxyBlCSYBMX7uxkGBB1u/sq+IoKvqmuxgOUxHQNSAThET+qrg7PggXopaV033xzHy+z55JLeMQgi4GYsDYZcmh6JIaIdxlkqziOvAa6u/kpcFgMSXeLhT4S2e496uMRjyGTk7du5SjAIxlEZP3Q1dXF08Do3/3ObLkXi/CoUSwHNtfVJTQCdXV1cQnw0PvvUyS34AL8xgZ5dAoyBNsMY1pbG6Xf/z4Fn39O4T33EJ49G4BjSZxG8onfzyRgvWwgqaigy+Oh5P+zd95xctXl/n+f6XVrNrvpjSSQQCih9yZBkCJNUOkoIKgo18tVL/6wgAXQq4iAKIpKUeBSpDdBEQiEklDSy2aT7X1ndvqc3x9zvme/c+acmTOzuyncPK+XL8PMzsz5tuf7fJ7yeYCsiVMoLgFxY8eCAe1S9RapORX6q+fcc+n/4ANi115b8De+QIAuIFqkdeCfgSdmziwwUpKa7ghZpNVvAW5yOkl+7nPaILLU/eIX/EtRIJEwPbciIj59+nSamppQOjoIn3km1XPm8GBzMz8E1tx1l96j2UqqurvxkwMtsgMhu/fe3Ojx8HOsHWg6YVZdHV5N5yQuvrjg7+b29REDvqzVo5rJcCTCncDAKaegStHJlAYmrdJ0hZx77rkcc8wxBd1FZNm8eTNbtmxhSnU1dd3dqIEAgy+/THrvvanr7eV2ckC8FHcE5PbML4Avn346Ca0XuRCxB2uLtCA6FDiltxeHSYQ5GAzi9/sRydIurXbR6jkWAaf29OD53/8FRnRD6phjSAGHAgNFGM+F9PT00NbWRjAYxHPiiaQXLCBx+eXg9+ttIK2Y0zetX49Isk2efTbHf+5zvA70FImInwA8f8kledlGAojPU1VLx7/YBxNqa3FreyppAsTT2j6qKdL+So+IG3ldPB6OnTWLemCoxBlSVVWfl+n77Ufy7LN1Z1TypJO46DOf4SuYA/Genh5EZbuo1U3biIjfBTwwbx4ZkVaMISIujVm+K/KcGM89B0BK4x2SpdTc5aWmG+YuoIF6K2erEDFvAaB61SpUh4OUVOc/+eOPaQV+ZrHnQtqzJQ38FKIsotrEzk0mk2wGnvN4UA3ZY8LZ3lSCF0DPKND2oTE1HeDEqiqOBWJS3b38DMuAh996KxeUkUSAc7OMxzwuGPk3FUXvJV6KWLepqUm355qMe15RigZNotGonppujIhfvH49PwQcFtxVkUiEY4Hat9/W2+WpEycSeewxus87j3uAV4o4aq1k48aNvPzyy3i9Xr54+ukErrkGgPh//ifDN95IOhjMlee8/37R7xFp6Z+UaDhsRyCuKMqJiqKsVhRlnaIo/1X6EzuuyOBHELUJcpliEfHRAHGriLjL5cLlcuXSqEyieWap6YqimKaMC+fBFMNBlmvErQwhqxpxsJee/t577xUlbRgYGOCzwM3XX19A/JISZE0WQCeRSHAQ0BiJFLRRgRHnwYvZbA7kG1Jf9d9JpXRnABKRh9gPr/t8PAmkTIyU0PAwAdDJm4RU9fTwVeBYEyUdi8VYnc1yos/H8COP6K8nTzuNv/785/wcexHx9vZ2lgC7rVmDYtgjh69cyQPAHItUTUGOEps4MY8wBmCTtq51Fp+VZWhoiBUrVuByuThQS/9PXHxxXosQyLVW6/jKV0gBja2teQRfshSLiMdFlNPEA6z09PBL4Cqjh1fqE2q8aOPxuGVEfFC7HD3S+sn6wRuNcioQ+vvf9fo6o0xobGQecPtnPgMmKXFAXg9xY5Qvo+me3Yqk7eV1Q8hmCV5+Oc7mZtL77EPs+9/PEQIBS4AWi3PY3d/PR4BX8/AL6dX0mdvkslZ7e/ECw253Xh9hyLWSAvDbSE2vrqlBnTIF1VAfDiMGkhU4SCaT/BK4Z++9CyJEghm3yuSzsViMdcAtVVUkBYh1OHA/+yyHqyqHYg5AN2/ezJeAs95+m+4PPkDp6cnxMjidNG7cyH8Dd65Zg9NQ+2mUadrYC8jpGhu5vb6ep7BODRVG/cFOJ64VK8jW1ZE89dTCP9T2UtPQkGWa9VA0yg3A4O2355FkZvbfn/P33JOjsAbivb29fPzxx2QyGW666SbLsYr68H0OP5yhl19m6KmnyC5YQOSRR0iceSbfra+nra2NtYZUV9Pnle9Zg75VNEdMvQWAi8VifAH45ooVuF94oeB9RTOsBRB3vvWW5XPIrcsEENN1Q1UV74fDuACXVkddTITDf8GCBSQvv5yh117THZhzm5q4DGgxySxJJBLstXUrs8k5/JJnnkl2xgxCwOyODtP2lwMDA6wEuo87Ln+9pfZXVq3zxL7b3ecDl4uMsQRIk+Ts2ZwK/GyvvQreA/M+1LIMazq+VGp6e3s7w8PD1NXVFXJjhEJ4tf1gBpJ6e3sRlKIiays7dy5pl4tZQNLk7h0aGuIZ4KkDDsi7l9SGBoacTmqBlASI5LtCBuLDt99O9I47CurDYQRo1VmA6Xg8TjPwYShUkD3o9XpxOp14kklSRe6Ljo4OhoeH+XQohJJO50r6JBvS29jIJGCaxTmq0dYlbWwXK9qHmehbq/I9AGXmTNqAXgvbTEhnZ2cO5AQCqFoWoVGK2dqpVIppwMREAtVwX/kVhdnkbDajRKNRmoE/+v36XSpkusfDt4HG1auLPnt7ezvtbW0cDkwx4XEJhUIoQMTErolFo5alHD2ajWJ2P0PuLO+r/Tuz994jb7jdKLfdxje9Xjo6OsrqjgMjpLuf/exnmXz77Tg3bya9aBHxr34VqqqIa3fqF7ZsKdo5RRC1fVLqw2E7AXFFUZzA7eS6nSwAzlMUZUHxT+24ItePiAtykebBGy0QNzMmVckDbaakipGVmUXEwZywzaqO1Ov1EgwGSafTpoafqqqWEXEoPieQqz9ZsmQJ55xzjun78jh8DQ1gSBvKaEA8bHExJYaH+TdwxS23FKT1ys9cKkUwHo8j4LcqeXrFfrh2yhROAYZN0meEkyBpAJ5VW7fyK+AcE+Vq7P+ui8dDg1b7aCci3t/eziJAVRTSsqIFYhowqbaqN4vF+DvQr9XFytI6Zw4ZwGMjPXDZsmVks1k+O3cu/mefRfV6iRvIUIRMnT+fZYBDVXFZkLYVBeLaHAdNLg6XZnANGECxiHRPpPAMJhIJ5gCfnjMnr40MwJAgcJHmQOyHZDLJHLlWzSIdULBaF0tdyysRMNTEO0RbrUTCMqIuR8R9P/857hdeIFtbS/SPfwSfj+z06WyprqYaUE1qcePxOPF4HLfbXcCE268Baq/JXnRpYxo0fAZgWFunUJFoqty+zEp8Ph+/AP7e3Y3DpAWccFCa6c605jg0S5W0SlNOH3MMkKvVNdMZrZs2cT2wz/PPE16zJgcon3qK/vXrGfrrX3l6992JAFXvvovDwjiLxWJsSSZ5wOEga3B8QGmmfBERP11bk+TnPw8mGUG+adPoB0LpNIoJGMlkMsRiMRRFKVh3XC56tLvCCoi/L0U7nnvuOUsSRrl/OE6nbhCqdXUM3303C7U5f/WVV3LMzUVkcGAAB+Z7xqGBmIZ02tTxEIvFLPWKEBmIF4uIy63LRH21bDu8qz1LtZaSX0xkxnSjnPuHP3A3MPO99wrea25uRrhfkpdckptbjWjv2GzWVOeIPV1wl1dV0eF04gcSFg4RASaT06Yx8OGHDD3+uKlj21tfz9+Bj02ikpBbB8uIOCN3olk5jCzCuf87h4PANdcUkBVO0Bzq/Saguq+nZwSICxDgctGr7fk6E2JLSxtPUfjb7Nl8HRiU9q+8H4QzYMKECah1dSQ/97mC+wbAOXUqfwde1XqNGyUWi3Ez8LUDDiBt0B2KovCQojAEZIt0bxBZBCdp8yzXhwN4NOfKzEwG1Sy4oenOrKEcToyn1uSeSiQS/CfwnWy2gI1dmTePycBFJmnhsnR1dZEF3v3DH+jfvLnAVgTwejwEgKSJzZWIx0f6iBuCSruvWsV64GwtQivL8PAwbwM/nDSJpKFV38K33uIm4JQSddZutxvX1q38Czj6sssK1vamjRsZBvzvvlvw2XgsxknAb484osDh36/pQTPOHFVVaRwaogrINDUVcOA4HA5maeVIra+8QuCrX9Wj5sUkkUhw3333AfCNgw7Ce/fdqC4Xw7fdpgcb0lddRUJR+CywxcTpKeTtt9+mCjjQgmNnZ5TtFRE/EFinquoGVVWTwIPAadvpWUYtguAmnU7zsWb42YmIC2BVDIibgWkRoZPb4Zh91gzEm0XEwRyIm/UQF1KshVkkEiGdThMMBk1ra0oxp997772k02k2bNhg2fpNAPFqQ40njEQpzYxpAN/gIE4gFgrpPVFlEd85p7+fwOWX4/v5z02/J5FImAJx8XkxdjMmV/FsGQMQd2iAerJFNsNcoNbk8mlsbMQHHLl+PUqJ2qP6LVvwALGZM/XaXn1MwrtuUT/0YTbLqcCW//7vgvfa9tuPWuCPUo23lYi2ZQfusQdpjVHUrKc75FJ6RTWoW6uVM0okEuE84FeHHFJgMKdFDZ2JkSaA+KCh7i47eTIL6uqYRaGnPB6PMwR0VlcXgGmzNHixH+R2Jmaty4SI1LWh9vZcv1YTyWOJNwDx4KRJrAO8gMPCQBZnb++ODnw//jGqohC96668uVuvRV4bTMBSf38/DwJ3ulwoBvD34nHHsRB4z5D2DSN1+kMmezguHGgWe09VVQYHB5kJzDr9dPz/ZZ5I5fF4WAgckMngMEm3TUejnAjMN3HMqBMmEAWSJmAhFotxLnAc5KWRC/KkEzAHoAesX880ID5nDs5TThl5IxQi/alPod5yCw8AKcBlAp4gN9//Br7R0EDyiisK3t/X6eQqwGEBBHt7e3EBB2jrnjj/fNO/q66pQewYh0lENRqNshg4yevFabJOAqwNWWTmLF++HBgBTjfeeGNBVpWqqqx89VV+Dxw3f77xK4CRfuLz77yT0JlnWpZ5ANDRQQy49m9/K3jLU19PFAioagFxHdgH4m8DGw8+mKTFvELOiWQ8//L9tUarX21avtzUQSzLRx99xInAlzdvRjHco7EzzwTgJBOixY0bN3I5cO3ee+vPKu9fM0fuaRs38htgssmaLg8G+RcQs7hz5B7iOBymGSxQmpskHo/zOvDP2lqyhjpfgD2yWd4FDjS5l2RZv349PuCkvj68f/oTqqHsbP+uLpqB0zSGclnUlSupAbr9flQpS3DziSfyLWCdCT9DcN06vgLMNwkKPLv33vwKkC0oeT/oBIsmWYV5v1FVxanAD5qaTJ0c4v6y4jkY1ICQWqQ2VzgwXjjsMAaffrpAf3gaG+kBgkDSxCEhuo+ohuhsZq+92Be41GAHQc6++hrw7eHhAmdbKcIxIcKx1NDQUJDBJ+QnAwNEgfDjjxe8pwwO4gJiLleBrSgyL6tM1lY4bQuclUDqi18kBRw1OGh5v0MOF+ymPX9m330LSUndbnyA0+ScR+NxXgLe33PPgvcGNR3tN+GQGR4eZh9NH5sRGQN6C7O511+P9777dH6fYvLiiy/S29vLvnvsweLbb0dRVeJf/7pOdgi54MfLmi0Tvusu0+/ZunUrna2tPO50svi660raujuLbC8gPgWQXZFbtNd2ShGey7Vr1xKPx5k+fbquUEdbI24GposRSMivm6XalAPEzVqXCSlG2GbpQdekWGp6PB7Pa+fzrom3D2Dhhg2sBw7SCGBkEV68GgtPXUB7vmGLC87r9eL3+wllMngfesg0JRHygXhWukjEfgi43UwEMiZzpANxQ82US1NyU7PZAg/ocG8vHwHLm5sLvJCNjY3cA9za14fnL38xfV4hs7Xny5pEtdOasdlgEVkTqX9mF0xwwgSGsMeaLiJhjaefztA//0ns+9+3/NupU6fyCvAekDKJCEDOgHsb+GDhwgKvd7qhgSSgmhhKInIdMQJDp5NBv58shWfQqiwEIKbt+YA0B2I/yO1MjOytskyYMIFjgcdefJGgoaZVSKa7m1og4Xbn9zclZ9Q+BfwNTFNNIXf2aoFFP/1p7lL8z/8krZFtCek/7DAAak0cZgNbtvA54IvxeIHHPTpjBh8DAyZpiisnTmQm8KjW2lGWhHCgFSHOSqfTHODx4F65EueaNaZ/5/V6EfETxQQYe/r6eAa4xiTymJk8mRBwkUn6bCwS4Y/An1pb84B4+pBDSDoc7Eshy/xwJMIV2llKX3MN3Sa64MADD+SnXi9NQJfJvIA154aQk4aH+TVQbUFg1tPTQwZ44PzzGb7hBsv9V1VVhZhVpwkQHxoa4hvAk/G43k5JlolVVbwOXPKd75hGSt5/7z3OBZ487DCmVlfz2muvFZCuNTc387X2di4B9jZwaAg56qijaAAWNzfjfvNNgldeafp3AL7WVjyAy8Rp7Q8EEK4ahwkIjQ0P60A8Y+wwoElDQwMx4NGzzyYhdc8wyqAJEJdToFOzZrEGiHs8lvWbQj744AOuBQ568UU8Tz2V957vsssYAg5NpUgY7k8R2exfvFiP8KUPPZSkorA/0GviuDumv58rgRoTh/INCxdyJNBhoZd7e3upBSZb8LEICQaDfB64dt06nCbcAbFYjJ8DN+yzj2m3iUxtLfsC9evXF2Wu37BhA0cB3kyG9KJFBcDQM2UK04HZJnthuKOD14G1Bnto8KyzuAVYZWJvzVy1ituBg02in2bOB3k/dHd34wLuePVVAtdeaxl5FMSflk6M4WGmAEGT+wqgWbvLnUVSpfW6+jlzyBx8cB5Zpf49GtBNmgD69x0OngFUgxPFU1vL+0CLGSlqPI6IxxrvOGEfp2IxS26NrJbh4QUaDJ+XZVizF8wygBya3o2Y2NqZIvXtsWiUM4FCGAw1u+/O/wJOwPunP1k+17p16zhQu79VqbWqkD7t/HpNdIVwUJjZaRFRumlyFw0NDSGsQquuLnO1u+NvWlaE73/+xzTzTJaHHnoIgNPOOYf4V75C+oADiP/HfxT83YdLlpAB5i5dimKSOr9s2TJ+ARydyeDctAmlSKvTnUnMWajGX8wKO/K0Z2dnJ5deeikul4tMJsMZZ5zBVVddRXt7O8FgEKfTyeDgIA0NDfT29qKqKg0NDXR0dOQpuMbGRrq6ulAUhbq6Orq6uqiqqiKTyRCNRnVCBLfbTXV1Nd3d3VRXV5NMJonFYvr7Ho+HcDhMT08PtbW1xGIx4vE4TU1NxONxOjo69NqFBQsW0NbWRjKZ1KNbmzdvpr+/n4GBASZMmMDAwICu3BwOB93d3XljEhHf4eFhmpub88bk0ry4breb4eHhgjEJJbV582bq6uryxtSqbe5kMklbW5s+JpEOu3r1ahKJBO3t7frzud1uIpEIQ0NDJJNJmpqadO9qS0sL9fX1+phSqZTuhQyHw/T19RWsU6OW9rthwwZ6enry1unpp5/OA/evvfYaixYtKlinuu5uZgPrIhGam5vz1ilWVcX/kFPen+7o0Nepvb0dn8+n1woP19QwpK2TeN/v9+PxeAgGg6wS3lZpTuS9NzQ0xA3A0/X1fGfePNq0dVIUhebmZr7e2srngbcfeIDhAw7IWyehvHucTpTWVn3vhcNhesi10+hvaaFdVUf23r/+hRvY4vUy0N6eNya/38/ffD7Oi8dx3H03zaedRtOUKXljEgz4i7SLK7N4Mc3NzXljSmqGSUMsRlckQkdPT/55GhoiQc6oHDacJwFY29vaaF+7lvDkyabnqaWlRT8rU6ZMYXBoKHeeuroKxtTX10d9fT3Lm5rYr72dN48/Hm9zc96YJkyYoO9rn89XMKauefPwAofMns0j2lkVY1I1g6vP52PLli15OkKkCQ4ODtLc3KzvveTLL/MCsKa1tWDvRTSnWqC/nw5t7wUCAZqbm2lra9MN8ej06XRa7L1kMolutn34oene82iXb291NSQSBXrv+nCYoaEh/u10MsOgI7q6uujr68Pj8dB27bXUv/46a845h+r+/rx16p03j4WAd8oU7mluztN7Sc3A3+Dz4Y/F6Gttpb6+nqGhId0B2NnZSWdnZ946dfb10QwMNjYWrJPoJVwTiRAzrFMkEtGdCvu4XJBM0jd1KpG+PlNd3qcooKpEN2+mv7MzT5fHtDWPut2og4N5urxH0z2xWIzm5mZ9TMlkkuT69XiBLpeLSDrNQHPziN6rr2efri6Ul1+me8kSfUyOZ55hEdDmdMIppxBva9PTdWW95587l/UffsiLL77IscceWzCmjatWsQTA5aLfsE7t7e1s0fadY906Bg1jam9vZ+vWrajAlmnT6Ln4Yku9Nzg4qAPxyLvvop51Vt7eW7t2rd66rC0cJmhYp4xG1OdNJtn697/jPekkfe+pvb186cUXOQXguef4MBjkK8D1//3fPPH3v5NKpYjFYqz84x+5FEgpCr3/8R90GPZeU1MTmUyGwIwZHNvczMceD54nn6T5zTeJTppUMCa35kjqq6sjIZ1XUV71B6DK4eDMSIRUS0ueHZHYsoUAMOzz0TIwgDI4WGBHCMf32rVraZV0uVHvRbS2YXGfj02JBLWDg2SzWV2HKIrCocCZZ5/NlUC94c4VY1JVFXX1ao4HMj4f6w87jAaDjvh3OMz5Q0NEb7mFzp/+lIaGBjo3baJL07uiraqwjZSGBvbs7ER98UW6jz56ZO+1tTFfA+DdTU2ohr0nbJGuri6aTdZp8+bNXA5865ZbaI/HyfzHf5iOKZvN8mngvIEBtv7zn3RVVeWtkwCoHo9H7+4ir1MkGKQdaIrHWf/mm6SnTTO199auXYuosh4++miam5vz1imz555EgSnDw2zduJEuh0Mf0+uZDJcCVx53HF/r6NDvJ3FPdHd367pa7L1q7V7qqqvDZ9h7oWyWM4Cpr77KlhNOQFVV/H6/bu+1tLRwHDBpYID4P//Jlq4u0zF5PB6qgWk9PcTXraND3FNiTO3tbAEGnn6awUikwIbdEg5DTw/K6tUMDg7qd668TqLksqmpiWZZ76VS+pg2e73sNzxM99KlOI86Ks8uv9nppA94c/Zshpubdb0nAkOxWIw+gy7f8uGH7A8MORw0d3TkjamxsZFfAVem0/T95S9sPe64gr23atUqMpkMf3G7mTB/Pn2/+AVdhxxSsPcGNQdFtrOT1tbWvDEltbti0O3GNzycjzW0CHVNIsE6aUyKopBYt46HgZ7Vq+nu7i64n/4UCPC54WFcf/gDnRdcQCydLsAaW7du1Ushtk6fTkjbW8I26hBlcFu25Nkhfr+fxhUr+BFQ39ZWMCbB4RLs6mLYMKbVq1cjKAXbJk/GL+kIsfcEcdzjPT1cdOGFBO69F/dXvkLvE0/Q3ddXoPfWrl3Ls88+i6IoHHzIIXTvvjuxE08kbmLDOubO5ftAavfd+VwiQZPhPL300ktsAr4QDNJ1yy1UTZxIu8GO2BEwoZkNW0y2FxDfAsju5alAnvtj4sSJeh9RWWZIaZgiPVr2+sjvi8HLNc7y+6IeSH7NrK2Q/L5YUDmiXFtby8SJE3XimH322YdJGqBJpVI4HA66uroIBAJ6RENO225sbNSfRYxpuhaZTCaTBWMSkWqfz0cgECgYkwDiVVVVBIPBvDEJY3bWrFn6M4ZCIZ3kq7e3F6/Xy4wZM/TX9t9/f0KhUF5t8mQt7VR+PvE7om1KQ0MDtbW1BeskojsdHR3U19fnrdOTTz6JAzjuU5/ihRdeYOXKlfr3y+OcooFk78KF1Bve7+rq4rPAnnV1XCSRg4j3a7TPZiZO1OfA+P319fWs7u4m4/fj6u/HF40W7L2PPvqIN8mBihumT0e8m8lkmDhxIsvEOqTTBesU16KzNfPn63Opz5+iUK+qOFpamKFFJQEma6lEm2pq2MdkTj6eOpX169Yxp72d3dauJTV7dt77NTU1bNiwAZE4rhx0UMGYenp62ELuQAZ6egrm5M+RCHsCPbEYDsOY5s6dy7HA3958k/APf0j0T38yPU8DAwPUx2L8rKqKxbW1ZKuq8s6T/J3i9ZkzZ+bIS9rbOfLII/PGBDCvtZVbgXrDM9fW1uaVQPh8vrz36zSnRLahQc/UEO//VyTCvoB3xQqmn3ee/pmmSISDASWVKtibb02bxrNAfMIEjtL2XmdnJzNmzKCvr09Xeu699rLce3vvvTebgSEg3NODLxIpGFONBhiHGxupM4ypvr6esAbEw+Fwwd4TRu20adMIXXUVia98hRkmKY37H3wwHwMTW1v1z4v1WKPpui01NSyW1i8UCjG/upq7genvvae3yBPrJIzWUChUMKZ3p0xhb2CvY47hNpMxrdL6qu+tRTaDBx+MW9MtRl0+6HJBKoU3Gs1r0zdjxgyqNR2YDASoN+y9mRpZWSaT0b9Lv8Q1puutwSAzamrydPmru+3GPl1dzN20KU+Xp7WIx6MzZnBeVRW18biu72S9t99++/Hhhx/S1d5OfVcX2Xnz8sa09emneRZo2bSJkCEqPmPGDCJTpsCHHzKhuxuHyXkSqZLz588v0OXyPFdXV3OH5sSo7uoipt0FQqrCYb112YRDD0U1rNOsWbN4llxP58nLlxM76yxmzJiBc/ly/J//PHPicQaBwKJFVK9YwX3A9z/+mNdff52TTz4ZsllCWkbPO0ceyfxFi3S9ahzTcccdxz333MOK+fPZ74MPmPrCC8Svv75gTE1aFk925syC86qqKrcoCmo2y+WLFunAUrwv+hQP1NRY2hEiVVOJxZjxwQcofX0EtZZYsnhTKZ4F5u2+OzO0fRaPx/X9OWfOHHqAIem8m63TBx98wGXa/ZE+6yymaumn8jO9tueenP/GG0x75ZWcg8vnY7elS7nl0UeZAMxYvBifz6eP6fX589mzs5MJGzcyYcIEfe9NAurIpU/PPuwwFENWQUNDA27A29FRoCMgl010KuDIZqk68EBSFnvP6XTymvZaXTRKwLBO3myWxcBkpzMvQ0+8X19fz3Jy5JrTentzZIgU2nubNm5E52w/6aS89yFnz7xJrvyk+qOPCGg91oWhDjB7zhw9mFBVVUVfXx8nAId3d+OV9AbAFG3/OBYsKNh7M/1+bgP6XnkFtDGJuwJyQRjBkqOedVbB/STGNDAwwHeA/+zrI/bEE/i++c28Mb2v3RVDwWDe2Rfr1F5bC5s2Ub11Ky6DLhfS0dHB94Hz77sP77x5pGfMyLvbZ8yYwdJgEIaHqevrIxAI5NnlIots0qRJegbotGnTiMfj3AgsjEapi8dRJ03S954oVOt1uwvWCSDuduNKpXCb3E8wkhm60OHANTSEd/Jk0zs3po3DOzhIvVRONWPGDFZrTqhEMEidYUwT580jAYQyGWY0NIB0njo0m2NrOMw06TyJ31zd1MTKDRvYo7ubKe+8Q0ojzpTHmR4aYh8gA9R/+tNg0MWZmTPhjTeo7+8nbNhbu7e0sAR4pbtbty/F+2/NmEGMXH9z4zqFw2H+AkTq6jjqhBNQpTGJzwuStPfee4+hX/8a3wsvEFixAu67zzQzafny5cxOJjl33jwO1MoWrey9I488kgOBKQMD/KdWpim/v3r1at4G/nH33RyjdRDYETGhmQ1bTLZXavrbwFxFUWYpiuIBzgWsexPt4CLSQIxEbZAzPJuamlBVtaD+qlhqerH0cqHUrFLTi7FA2k1NT6fTtLW1oShKnvISUiw1vVQapVXf8jVr1pD5979ZqSj88oILgBy5j1lv3Cna2FwmNYSlGOcFcUjaIp1OfvaIpsTMam2t2qCJ/RDVXneZpGrfWVXFdYBqwuK5VTMGs4Z2GUHtGbZapFk1TprEHdq/vbfdZkrU1dnRwR3AM3V1BezLkFM6G8jVqyqG+tpkIqHXJTtNUlurq6tpAepTKVxvvmmZIvjmm2/yLeC8wUH8RXqDyyIU28CyZThN6minbdzIN4F5JjXBxfaDIx4nywizuiwzMxkOBJyGEgq9rtwk7Wtw5kw+DTy0++76a2I/DEejPAW8VVVlyt4qJBwO4/F4EDzuTg2AyvJmTQ0HAO+fcYbld0wAHC+/XLAOve+9x25IJScWzLOTJk3C5XLR2dlJ3DCvfi3Vst3kDPkDAS4DDjFJaT9x6VIeBKaZ1Hb5g0FWAF0W+0aUPOwjMjpM6t/0vxV1jyakg27NOI6bpMu63W7uB15bvbqAAdur1T52mOjrlkWL+D3wttyX/cMPaVi1ij7gfc0AsappXLRoEfXAFTfdRHjJkoI0VLeWNtpqUksJI3qqurPTtL64futWXgQWmhALyaIoCu9oNaftWnsZWVKtrdQAQ05nHi+GkNraWp4Rzyyxf2cbGshGIiwFLtp7b4ZefpnobbcxUFvLPeRqxTOZDO777mO33l62Aup3v1v0WUWd+O+0//bef7/p2CcItnkTY15RlKItI90DA8SAoSIRDZH1ltqyhdB55+H/7/821X1rtajvm9/6lv6a/JvCSOzt7UVpb0exKPH5+J13uEj7d+KSS8wfaq+9+BfgicfxPPwwqCre3/8eB/AxOYeJLC3HHcdc4PeG+zSh7ZfVbncBCAeY5nAwDJxmxYDf3s5BQMbjyfXAtpBQKKTXKpr1sPc3N7MMuMGCIyQUCrFc+7fTosdxNpvFvXEjc4BMTQ0Zk9KsCRMmIMI/ecSg0SihjRtxUNgJpqqqiluB6xMJFPm3VZXJmr1l1jYrOWUKSaB2aAg0nSTvhwEtoAC5zihWEggE9Lkz8gXASAePQQlYyxKtqWEQ8AwOmqZnQy41/TPAhHfesSQAXdbUxNeAZqlNG4AajzN7eJgaCuvUvV4vJwCnqWpBvbSo/+2z6BzSpkWyFYtWqyIzc7b2vFblOFHtHneZEG12hMNcB7xtYit5fT6ERe8w3Gd+rUSp3cIGbpg4kTu1f/t+9jPT7j3q22/jBlpqasBk7RKazq81Kb+qEn3bTWzF+LRpBIAbNcJLWYaGhvgjcOvChZacPYsWLWLhwoV0dXXxvy++yLBWI+6/8UYcxnr1RILQLbfwPvDdDRtMeUdkmTVrFl6vl61bt+aygrXz4Pj4Y3jySZ1jZL9DDin2NTudbBcgrqpqGrgaeA5YCfxNVdXSPY92UBFAWzCZ7mkwEEWduJGcrBgQL2YcFGNMh+LAw4o1vbGxEY/HQ09PD9FolPb2djKZDI2NjaaAvxhZW7HWZZDft1yvJ06n6fzqV/kXub6kcx55hGnTphGJRFhtqF1SVZUZmsHlXbjQdPwLgaN6e03JMGpFRNzYSkMSUePfq/2N06TGKzU0xA+A8wyKUKTuxLQ1dJmQQj3mcvEzwGnyDK0eD+1A2lDzVaNdOO0WCrKxsZE/AAm/H/frrxO87LKCS7O9o4NfAb859FBTorpQKMTpwMzGRjIHH5z3XnzzZoJAH+T1MRZSXV3NWqDL4cDR3W2pdFe9+ipf0v4d+8Y3TP/GKNOmTeNE4IIf/YjAd75T+NvaGsRN5sbv9/MQ8PyKFQW1TH88+GA8wAYTo6xf2/cOA6mJR9SNmXhKxbmV68rFfogOD3MN8O399zdlbxWiKAoTJkxAKESnSc1dTyLBMiAhAX5ZwuEwHwILjczAqsqev/wlK4BTTD85Ik6nkxlTpvAG0Lj33nmt42q0C7fX0NoQwNnURBwIp1IFBFi7t7byOaDKBKgUcz5CTnfNB6Ykk2Tr64sC8SFhvJkBcS1CmjAhL/J6vYSAumwWh8Eo9Wv6u9Nk76fmzeMy4N+S4ZVZuJBfnnUWVwMTtahpQT9YTfbcc096gHZVxTEwgPv55/PeD2pkSd0WOstTV0cL4MpkcJiQJR3Y1sZxQGMJQwggXlvL34FeE/0tznRrMGjqwKmtreV1YNjpxLlqlf4s6uTJ/Pa88zgcmHjwweBwkPzCF4itWIE6bRqrVq3isb/+ldDXvw7ADcEg8wwGvVGOOOIIFEXh96tWkZozB0dHhymfR6MgcrNwfk3zeFgCqCatx5bW1xMAXjLpuS5ERLQ/jETITpyIo7fXVPeZMf7L+0E4tz+/fDk1CxYQuOYa0/vL/8QT1AFbJ02yJFSaNWsWvwHWNTSQnTIF59KluD78kE7gIUYyP4RUz5vHOnL3gyxZrR3rBhOnI+T6sCeB4NCQqeNgv9ZWHMDggQeCib4U4vF4aBVA34Q7xi26LVh8R1Bz4gE4LdpntrW1cayml9PHH29K3lVdXc2b2nM4NEJRANfrr3Pbq6/yDBSkmTqdTj7Q9E1KIktUuroIp9P0kqs9N0pIIkYUfAzyfpi1YQO1wOD06WQt9DzknIftgnTOZO684r6yiMwFQyGEq9eMd6O/vx/n4CD7AKrHo7duM0rL5MncBmw1MG1n16xhharyBugZJ0IURaFbm++MwdkrgPiABb9Au/a6kfleSGdnJ5OBYDZLtq7O1HEIGmkvOaebUTrCYX4GfGBSL+31enUgrhjOTUi7K7osfrOhoYG7gc2LFuWYw02cXPXauLZacFMwaRIxIByPF7R1FT3lUyb3jegdb4YtimESIYqi8OUvfxmAu+66i+QJJ5A84wzIZHBKnBSuN94gcNhhXNTcjJcciaSxPa1RnE4n8+fPxw+4Lr2U6sWLcTQ3EzrvPGouvJDjkknmzZtnStK8M8t26yOuqurTqqrOU1V1jqqq9sJiO6iIGrze3l5qa2sL+m5bMadXStYmIuLGSKzxs+VExB0OR57DQDyrcSxC5F7iRhGvWQFxRVH0721pacHR0kLw5JM55e23cQHN55xD9I47OGvOHB4B1hmM0khvLzPIpewoBs8+5MZ/PfC73t5cZNYgN9fWshgY0Nq2mImIiHdpY3CaRMTVjg6uBy40GEsi82FYM/TdJsRnxQi/ftLQwCSgXW41ks3SIOqCLdh7Gxsb6QX+9PnPk62qwv3UUwXtvjo1UNloYdCHw2H6gEETFuK0dklvtvBQiz31b81Ad73xRsHfqKrKAa+9hh/oP+oosiaeZjOZPn06bwBZyCl7A1NpnXYRpUz2q9/vpwaYkMkUEDLF43EygNsshV5bP6cBzHk0R1PUIpOlGpjY3Q3a+dP3QxEmVaM0NDSMRMRNgLggzTNLm4LcOr4vPr9ihf665/77mbFmDVFg2KJnryxTZswgCTjSadyivY2qMkEb05DBoAcIhEIIKGg0koplo/j9fr4E3Lh8OS6tt7wsg4ODnKj9O3XMMZbt3wBagkH+AgyajNGtPUPCZB3cbjcitmFkZA1phmK3iTEh9EWePlQUXkmnuZ+RUiOr9oILFixAURTuEXpBI7cRUqud/QGLsx8Oh0eMaTPCLU0HZU8+ueA9o4hzbEa66NUcMB0WRn1dXR0p4A1tboOXX66/93xrK2lypVv69wWDXHfddQC8pRE2/gPoOOYY044gstTU1LDPPvuQTKVYeeihqE6n6VmZqt2hTotOBScCzwJVJsRwwlh1FzH8xF22uaVFb2tl1sastquLIPl3r7wfxJ36oqKgOhx4Hn+c6sWL8f/Xf+VlJx2gRalbi0RJZ82axYPAlxYuJP2pT+H7XS5v4G6gftKkgsikAIBtbW15zluXlo3TYjH+UFUVwk1uljV2pKYrUyeeWPCeLIqi0KPtGbOorldEdS32XTgcHomIWwDxDRs28BLwx0mTSFq0RnU4HKypqyMLuJYv1yNyLs1J8z4j6yTLOhGxlLK1xDlcDYTNWphKAFjMnbwfDtXOfL9Ju0Kj9Gr3gNncBTSdNGyxhsFgkP8HPHnllWRMAhubNm3iSHJgIb3//gXknEKsWiimNWdcuwVreY92zrMG3ZhKp1kLdFrcl6X6YXd3dyPyO4qRo8ZFrbVJwETY324Tm8fj8XA1cMb06QVO4WrtvPZa2FkTJ04kBjzw+c/nGNGFSGfv/vp6pgLLLQg8w9XV/AfwP/vvDwYHh+gpnzHJZs0L8hkc4jVvvcXpwCQLG0/IWWedRV1dHcuXL2fp0qUM//jHDP7zn6Q++1mU/n4C11xD+OST8W7YwCrgvw4+mPQddxS0gDOTPfbYgxi5M+Fobyd8zDE4W1ponTqVf/DJ6h8uZLsB8U+SeDyevLR0xRApqASIF4sOjUVE3KxuQU5Pt+ohLsROaroVEJe/1/G3vxE+4gg8b79NK3D57NlU3XkneL1c2N/PGcCs++/P+2xs5UqcwFan0zSy6JNThkxarnRkMrwLuCxaqcCIYb1hwgSSS5aYtpsSvS0HDc8g1iWhXY4eQ2Rb6enhi0NDnIB5eYFPU5Ty+jk2b8abTNIGBb0dhQhw/Y7LReTRR4neeWdBv88p//wnJwNTLVKmBLCLRqOFbYU0r/1Wi2huKBTC4XDwilZK4P3jH/H8+c95f7PlpZe4WBuXUiL1VJYZM2YwAKwLBFBSKVyGFNsGUQdqkn7q8/l0AgojEBdnyay1i4h4ewxA3C9Y9y0caP8EfvPqq3p0QewH77p17A3UlGAQhlyKpADiDhNwcc3KlfwSqDYp24CcThEmoWAhVjo6cmmzwDVAXZEoi5Bp06Yh+hLo0cZEgqWzZ/M04DA5Q6FQCJGg5pB1nqpSKxyLJgaCz+djD+DwgQFTQDUwMMDLwN8XLSJ59tlFn3t1VRXnA1u0Gk9ZPNpeSZkYeF6vVwfiDsO6C0Ot38SJUFtbSxBYvHYt3jvv1CMkmzUjVOg7K50dCoXYbbfduC+bRVUU3M8/n8f4PlFzoMVM2IphBIgP+Hx6mquQ1MaN7JfNEgXcJQAR5KKC5wKzbroJp9T3G8CjnR8zZwSM6PyHRHnNxIm6sSd6iO+t9QQXcs455zB37lzu7uri+HCYzwCHH3FEyeeEkfT0v/h8DKxYQdxQHwvwba+X/wb8Fsb4gLYPzO4KoYOLOc+mTp2K0+mkra2NuOZkMAPif9i4kQg5EjYh8n4Qkda/x2IMvvYaydNPR0km8f32tzlA/p3vQHs716kq9wKhIgztIuK9adMmlPZ23E88gepwcCeFaemQA+KLgQdWriQo9T3ubmriFWCLxZ0TCoV0IG50AKUHBzlay1xzFnEaCOnTAJHTpLxItIOMFgGTq4BH580jZpIxBbnWZR8Azx11VEGHCFk8DQ18Bfjg5pt1gCPW83XM7Zpm7Tx4JSeA0t9Pt8PBKsztrVAohNByxruCZJLjRLeFz3624LNGKTZ3gpw2ZnFmg8EgzwIfz5xpmunW3NyMCFkY7QlZwuEwpwMLHnssLxMqq90B3RbgTqSeq4bzt37ffZkH/MmCvbtXG7OnvR1M7sGuri69S4lZaYCQ4epqLgZeNrlTpmzezJnABJPosdfrZRnwrqKAQT/Ui2i+yT0HI+UsXZKz1/O3v1F15JH63dHT08NWIGDSwQNy++c3wNO1tfm/n81Sr+mtrAUQ/xnw1xdewP3II3nv7fncczwK7GvBwC9/x0WanrjrrrtQGxp0Z0fgG9/ItQZ0u7mrsZF9gN0lh2wp2UMb7+NamYyjv5/M1Kn898KFxNkFxHeJhYTDYVZoUSdjWjpYtzCzk5peDIhXUiNulZouP+eWLVuK9hCH4qnppWrEIWeY1gMH/O53OAYHebW2lkXA7lK7pv6rryYNHLpuHQ6pDmhAVbkOeMDiYvH7/QiVbqzdgZF5sZo/GLk43504kegDD5D8/OcL/kYA8SEDsBJzGxckIAal5li3jl8kEnwfc8Nc91hKUenstGnccPbZfAHrtCER1Whvbyez776kzjpr5DdXr4ZEgpP+8Q+eBGZZAAKn08kin483VBW/1o9W/w5R92ThEXc4HFRVVSEqQ13vvYdH7t0bjbLonHOoAt5vaCC7//6m32MmIqL4TxFtl4kc02kaBLg3AeJ+v9+8RVEsxm+efppXMd8LoqWZx7DH/dq5jZsYLT6fT/8tRfstsV77PPkk7wNHW/RYlkX0Jn7q8ssZvvPO/DczGU7p7eVrQMDC2ZUXEdeAeOC663AMDPB6TQ33Ye1kk6UAiGcy4PNxx8KFnAzUmpzBQCCgA/G8+vqhIfyZDMOA0+S5fT4fArab1YkODAzwAfDSMceQLhElEutpllH0/F57MQt499BDC95zu92IQgRjRPy3l11GPebGVW1tLdXA/1u1Cv+PfkT1PvsQ/MIXaNWAuNi/xVL+9txzT9qAlnnzUJJJ3KKv7eAgE6JR4gBFgPg3gEtOOomU4dxmHnsMgFc9HhQb2RjV1dUcD8x88cUCPoYXDzuMeuANk1IOGLkX/hSP079uHdF77wVFyZFAbtlCMBjU298IcblcfPvb3wbgpaEhhoHDJJLKYiKA+LNvvlnQigpyGTj3JhLcCIQsQFy/qBE1uStu+fe/eQ+oNYmWCXG73UybNg1VVWnR7kunEYgPDtKYzTIM+CWnrrwfampqUBQlx4q/225E77mHgddeI3nKKSjxOL477yTy+OM8GY1ybX09jSaAWsiMGTNQFIWWlhY8t96Kkk6zec4ctmAOxBsaGuhyONgzk8H1z3/qkbmlhx/OMUC7iV4Vz2+M6gqJv/YaXnKOYYdFZp0sqXCYD4DIvHkFHAlBzfkZs9B3wWCQNPDb2bML9r8Q0Qt7dhF+Dsg5Qe8C1k+fDm43pNO43nkHgDcwj4iLcrHgxo06T0Hq5JOZFQhwOeZAPC+LRQPiYj9kHA5OBK4DQjaARzwcJo5WBmfIZgtr91XSIk1aOJmGTfphA6Refx0BUdMSUapRQqEQPwSOePZZnNpcA6ia3dttYXP0i9cN569UwEnRWg86MpkCPhvIZf/ZAeKuUIg/AmtMdOth773Hw8BcsywN7Y4R2Y26DA4SGB4mCqQsIuICiIsMRdJpvL/5Dc7VqwmffjpKd7duW1tlL5q1vwNQOjtxqSpdgM/kvPj9fhQgnE7n38+qykThNLE477JccskluFwunnzyybwgY+y73yV11FF88Kc/cUVHB55wmCVLlpT8PiECiD8Qi5FetIhsdTXRBx7gRS3YuQuI7xJT6enpMSVqE1JJRNzlcuFwOEin06QNBDSVRsQTiQTJZBK3222a1m4WEbcC4sVS00vViIvv7QH+ctRRrP/Wtzi6r49EKMSZ0iU6Z8kS7lMUXIDrpz/VX+9xu/kZ8L8WhojL5aJLA2xGLyvpNHf39PArwFcEiAsnQrGe2ILcI2oApqI9Uay6mrOBpwwMuoqmfDsxB4D1bjcbgaNkD63TyRqXi3+Qz2Yqi1DYHYYxO5cvJ3ziiYTOOIO6WIx+wFukvlYNBjkIcC9fnve6WwMVXUXARHV1NR8Ca3/9a4ZvuIHkF7+ov6cMDtLn89EJvF8iommUyZMn43A4eFozMlwSaY+jrQ0XsBUImRgbckRcruVydHYyMRZjJuZlHsOa8eQzkLismTWLvwNxE4PM6/UWRN/FfqgVrdKKcBMIqa+vZxBYNmkSWUM6stLWhkdV6QD8FsR9ckTctWIF7iefxPPEE6ihEN/Qxmp1tmWZPn06K4GOQABHd7deA1bM2RYMBk0j4iLi2MZI1ocsfr+/JBAHeyykPo+HeYDPsIcBIsAmIG2yfh6PZyQ13RARHx4eppdcOrVRamtraQVWu1wow8MoiQQZh4P27m6dsBNG9oKZ7KWl0b+kAUqRni4ijR8DNUXWO0NhWiiA77nnAPhXifo8IVVVVSO1qwZujEgkQi9AEaPe4/EQi8X00hwYiYbvtddeOE1SVE899VT97qyvr9eNsVJy4IEH6hlp/f39kM3ieu01nfwoGo2SzWYJBAKm6aUAQ8LhZlwbVWVONMo+gKsIsSeMRKA/DgRQXa5cRocE3h1aivdqcimlQuT94HQ69TtT3KHZBQuI3nsvg6++Svyyy/i3dkfvueeeBZl3sni9XiZPnkwmkyHe0oLqcPCIpvPNgKjT6STV2MjHgCMa1TOOxHNYOdWLlURsmT2bJuAGibW5mITCYRYBb/3kJwWZbiFtLhMW+07cidFoFKW7m+D55xP4ylfwX3cdvh/9CO+vfsXVf/4z3wAWlGglJJiTxdo4V65EiUZZDwz5/abZEc76ejYAzmQShwaqs9kskUiEFOYlRGLuMqCXMYnf7B8YYKmqcld1teW+zRt/ODxCdmcI+DywYAFnA70WpRnBYBA/cOBLL+H/r/8q/O7ly5kEtE6dqpdemEk4HNbbbjokolnhkO6zyAQTXCxGx2dSdMaxsNMCgQD/CSz95jdNI/ldXV38Hlh68cWkjjvO8rnF95vVTPu111Imd47X62Ux8KPeXjx//OPIG1VVXHXRRexFjoDUTAQQ1/vGu1xEHn6YzO6741y9murFi3lwxQquAlOyZNA6jwAnb9o04rQFlGiUNT4fH2Ge6Sc7yvPu5y1bCMZidAMZG2d28uTJnHrqqWQyGX7/+9/rr2d3243Io4/yZ815dcopp1iW0ZqJ0P0frVzJ4NNPM7B8OVvq6tiyZQvhcJj5JgTNO7vsAuJjILW1tZZEbVAZEJfZXI2AulLWdDkabnaJy2zmdoH4aFPTn/D5+JlmYJ911ll5cxEMBvnrbruRBvwPPaQrd2GQWxE2KIpCn3BSGFKRla4uPpNKcTY51ksrkYG40t+P8+23C8hoXKL2yqDsxLgVn4+HgQ2GyKNwDnQpimkdZDYYZCLgGRrKM+aE57NURNwIxHG5wOXCrdVsLwMmWpBGQa72OSbGJ/3++2edxbHAexYXA4ysyZYFC0h87WskP/c5/T110iT2bmigEZgtvW5H3G43kydP5p9iSMuW6cYLw8O84/GwDHMnhdfrHYlSSwBPgPJ2zM/SkBY5XmOoM37siCM4FchYRHWN0ffa2tpcupjIoLARHTJLXRPi1BwiG7B2ygijKOF242htJXjVVQBEvvtd3tF6aE62cdmKSO4/RD3e88/jfPtt6jXnh9kZDAQCLAdedDhyLVY0EUC8FXMDwefzIUxIMyC+39tv83VgchEAIn/XSuDQb36zgElb6E+ruj89Nd1A1iYMNTNDXOiLF6RnW6cx2k+bNk0/58V0ogDi9w0Po/r9uTmIRMgsXswRe+3F54p8Pi86IkdoBgepfvddMsAKGxkQkFtTQdlkJB0T3ARW+05RFP0ZZSetVVq6EIfDwf/7f/8Ph8PBySefXBRkyuL3+9lvv/1QVZU333yT0CmnED71VN1Rl375Za4GDrTI4gFIhkIk0Ej8JGNc6e7Gl83myLYsHCBCRJR53datZBYtIjtnTt4eTmkZc2tcrjzCKuN6invV6LDJ7LUXsZ/9jBVa6rOZnWEUAbhfufBCBt99l5c0B76RqE3IpEmTEGwsrpdfRtm6Fe+aNbixBuJynbMRiPf29tIFdBW5L2SRy6KMUqXdfSkLh4j4bCQSQenpwfPUU3gffBDf3Xfj//nPCdxwA/MHBvg5ML+IIxlyQNwJ7PbIIwQvu0znWXmD4gS07wL99fU4NJsoojkxQqGQqfMpFArxHjB38mSiDz4I0vcLgDahxL6Tx/854Nlf/pKsIUCxWrNDshYO4EAgQBL41Ouv4/vtb3Np5ZIO+V0gwJXAazfemMsQsJBwOIzQFnIGo1MLPAxYZON0BAK8DEQM+umzP/85vcA8E+ci5HT8X4D1ixeDyZp2dXWxAuj/3OeKctH4fD7OBA596aUCTpOAZmOkTe45j8fDDOCSRAK3gdNkMB5nI9YlLQURcUCdMIGhxx4jM3cuytAQ8zIZqijO57Mn8N22Nrxam0yA7Jw5fGbaNI7B/J71+/0jQFwar1NzWr+DOaeBmVyupZzfe++9eRkVqqry8MMPAzm7vhyZMmWK3p+7KxKBqire1jKMFi9eXJI7ZGeUT96ItoN0dHTQ3NyMz+crSLuDETBbTmo6WNeJV5qaXqw+HCqrEa+ErA1G5mTt2rX89a9/BdBrTmSZeOih/JlcH1Kf1iah9tVX+QwwqUiapWDaNHpZRQpTK9ZkdzACMPr7+wleeilVS5YUkI8Jls24wSiNGTy5KQNzuSAl6TUQbAjxm6T2Bi+4gIvfeYcQ9iLicn13ZuFChh5/nKx2qS/FWrkDBMNhhD/bKTEwd3u9/AMYLhJZE/NmlknQ0tJCS0sL1dXVLLBJ0ibLjBkz6EEjrFIUPVqXnT+f4wMBTsd8bhRFoVecFSmFTbCht2G+F9I1NXwRePXoo/NeL1bakBcR14BnLBbD0dKCO52mFXDYICzRe6l++CGBq67Kq+US7VqKXfThcJgssFVbq+Ef/ID45Zez8cQTi3ZDMIoA4o9pe9j90ksErr2WBz/6iP0xP+N+v58nFYVPZbPEpIwINRjkuUCAVzGf77yIuEmq4adWrOB/gCkm6eZG8fh8CM2kGDIaznn7bf4KNJg4ERVFYZ3LxQ+BqOQs8txzD9/+05+4EnPjJhwO43Q6eVibp9TRR7NS24uyDrVqXwYjQHzpxx/T//LLDL7zjt62pmVwkHVY61Rxh/zuvfeomTIFRYzN6eT1L36RmwGHjUwMyAfiTgmIK1u38t0//5l7sNZBSM/YL827aDuzr0xMZJBjjjmG999/n59K2U92RKSx//vf/yat/VtwU/iefprbgCVFgL3P7zflFBGM75swX3NZ5JrsoaeeYnDp0jyma1UD0JssWl0KKebghpEWqXvZIFoUz7ShtZXs9OklU7ObmpoQnPPuV17B+8ADXHPPPdyEtc0QDodZDVw3ezaRe+6RB0aPBiaNLONWIsB0vLe3gAX65kMP5QggakFWKDuispMmEfnjH4nedhvDN91E7NvfJnrllfxOUfgW0FgiTba+vp4MsN9rr+H53//Vy6teLzKW2tpazgV+/pWv5OqoYzGm7bEHHwJVRZylWaBXcjzEYjFcL7zA3C9/mTOL/J7Z+N8DOqqrC8CyuK+s9nAoFCIDtGtr7L/1Vqr2318Hac0tLdwJTCuS3i3GI7SFU4qI64z3FvPwcV0dxwHrDAR6/sFBaoGMRVRZ3CGmKfWJhF4vP9GC30CI1+vlcuD4f/4zV8InSVCbu4wJEJdZ0438EqWIWcUzGR3t6sSJDD32GEnt7C4NhSzt1FAohCgAMLYNK/b7fr/flExVAPF3KV5CJcv+++/PfvvtR39/Pw9JBKPLli1j06ZNNDU1cYRNvg8hiqLoUfGVGleMAOKfxLR02AXEx0REffiCBQsK2jNATkn7/X4GBwd1MAylgbgVoK40Im7FmC5EBuKlasSrqqpwOp1EIpGCGplS6Wzy965cuZKBgQH2228/07T+/fbbjx8BGUXB89hjKP397P/II/wdmFHEuOrX5sBpaD0liEPaFMXUSy1EjoiL+iJjDVxKSw+OGuZTzLvH4+Ei4Ohnn81jMxWp6T0WQNzn8+V5LJXeXjxPPsmJ7e0MY71fwuEwgUCA4eHhghTV7IIFDPz979wC3MaIR9ZMQqGQDsRlBS+UuxVTNxQH4v/W6roPPfTQonNvJQIUPnLBBfRv3KgzlaqqqmcLWD3bFr+fnwB90mUv1qEdc2BoWmc8OMiE1lbqLT4j16OLlLx4PK6nK66kOIgRItYn3NaG94EHcL/yiv6eIM3b7HBYlqeIPXLHQQfRv24dyQsvJPbjH7NFi9LZSUuHnHHucrl4tK+Pvt/+lsjDD+v1jB9ifsYdDodp3WFm3325uLqa6zGfu4ISAimS7di4kcnRKH1A3CKqKovX60XEFBUDqNmzrY1zACs3XLvPx/eAwZNO0l9zrlrFpIEBfJgbtCIS/CrQ/MADRP74R12HTpfAg1VrNsgZZ42NjUQiETZ6PHms8KV4N8R6p7NZlExmRFcFgyzdc0++jX2jvrq6eiSy1dys1ws7169n0uAgu2EPiMtg8j2t1twqIi5k6tSpthxEshyi9ZR94403SH7xi6iKgueJJ1D6+3Fp+qu7iGFpxusA5QFxERHfuHGjKYGoiBZvtbgrhIg1MithyGQyLNNSxu1ExOVnymazNGtzYVYjDrmI+KtAxunE+d57elbBBxTfd3Fy7TjlqKPvlls4/ZprOJPiDnlZQqEQ3wHOvfRSfLffnvfeZoeD1wBXEbI20DJCqqpInXoqyS98gcQVVxD/1rd459xz+ZKq8uicOYRsRMQBVmv/nzjvPF685RYexrw+HHLzk2HE9nFu2IAjlcJJzrFtNV7I2WWqqkI2Szwex/Poo9R/8AG7U74To6BeuLeXSz/6iMuxDjwIXd2iPY/vV7/CuWULnvvvJ5PJ6IST0y2cIELyIuISEH/ziis4HthiMXdWfB5BbSwJi70XCASYBcx/+ukC0jHvr37FS21tfJ7ito74fSuCzrD2TBmTZ/BobWZhxJYACFx1FT989VX2w9oeEXusq6urkBR30iSW3XEH+5MrB7CSPDtt8+aR+zIeJ6bdu7ZS07Xfd8kRcZtAXFEUPSp+11136WMR0fDPfvazFdl6RiAu9N7+ZfAK7UyyC4iPgbRqxq3V5agoiml6eqlUYytALQO9Yp8zKrZiRG2QSwlRFIWtW7cSiUQIBoOWF7Ccgmj03tuJiE+aNCnvgF544YWmf7d48WI2ANfW1THw5puo4TDVmrJMFlFSA8Eg04D3DApaAPGuEspBPHtPTw/Z3XYDClPvnjv4YJqAdwzERSJF3O12czFw1Jtv4pRStQQpSX+R9ZOBuFOLgqz2eMhivX6KouiRbrM2SZ21tXwLSNfXF607y/O0as/t2LyZY373O75OcSBerPXRa6+9BuSAeCUiHEUfDQ/nGbvJtjbUdBq3221pxA8FAnwb6JLAlUgdt0pN93q9TAea1q7Vo6qupUu54dFHuQ/z82cWEW9qatLB6yrstS8TF/VyjQ1WZhFXNSOntUhGh9gjaxUlr3enAId2iNogx7cwZcoUksC6ffZB6exESSbZSK7W2ko/BINBwkD6vffyAHWx6Izb7SbjcPAIkDjjjLw0YdE67QUgbMOwLwbEA5rjULVwSIqzITsYRWR4rcWzw4jOaJs5E6qqTA1Yqz7iQkSkU5Q6Ke3tVO2+O38ZHCRE8cgkYMpgLfRzOUA8DnQFAijptA5IHdIcFNMBxmyp7u5utm7dqjPDj7UceOCBOJ1Oli9fzkBtLemjjkJJJPA89BAe0QKqyNgDgQBnAnffcguZgw7SXxfRok3YB+KbJD2vtLXpteo+LRrdbgAjxv1QLCL+4osv0tbWxowZM9jdRscDOUrf3t5OLBajvr7ecg81NTURBTZMmoSSzerOPyuHG4zsOyMA9Dz9NFX9/fRSHpjUAZEhe9BOVBfM09qBoqWDRhHP+762x13LlrGxqoourG0a4YDu6+tD6evTI6tWjOmAztVzdTZL9fz5eG+/nabaWtxPPw3k+r2XExHfHzjqnnvw/upX+uuOzZs5Z+tWLsd67sRZXqe9rwYCRH/5S+L/+Z+0tbWRSqVobGwseW/JNeJyRLy7tpaXgKyF3eLxeAigOf0EKI1G8aRSxAHVwunn8/mYBxzx6KN4//KXkTGvXYv/1lsJAz1eb1FdBbl5MeUFSacJptNkAcVk3RVF0W04R2fnCKBdupS9+vtJYH3Xh0Ih/H4/sVis4OwAbB0a4h2KZy76/X6SDgdbIaenNRwSvPpqWvr6OB3r1PR+YJBcPbnenUNr5VpORBzgtNNOo6mpiVWrVvHPf/6TdDrNo48+CsDZZXIBCZGBeDKZ1EubdkXEd4mlCG+NWURXiJE5PZVKEYvFcDqdlgrSClCXiohbkU+USk33eDx5hoEA5lZiBsRjsRjxeByv11vUeHE6nXqNajgc5gytntIo8+fPJxgM8sueHjq9Xhxbt+LKZtmKNVEVgEdLc41phpAQVVNWVgyeQkTqUGdn50hE3EBcJNbF6GkWINjr9SJmRm5FJHpgWwFxYw2PYL1eoTkPiilJK8I2+bViyh3MU54cq1ez4P33+QzFgWSxiPjrWoTFLiOyUWZoTJ4C4JBKQSZD1SWXEAc+VSSSltc7UxNHiYi4z+fjd8Dl992HUzvjDqmu3OozHwKfDQSI/uY3ub9tb9eB0UrKA+JvaYalc/XqEQKqKVN4DdhcxMCw6ulaivvBTARo37x5s96j9wNtHMWIdD4EZp9+ug5oHM3N1MdiODHXXYIX4yyg85Zb8ur+RF/xZ7HmhpBFPnsOQ2p6SNOfWQs96PV6ORbwP/yw7gxwaEBqDdbrZ+wlbgbErfqIC5GBuPfuu6lZsABnZydHAO6aGsv6OAFEPhKOm7Vrcb79Nv7rrqNKWzO7kUkxv8tranL92rX5Es6INRSPiBvnoRRR22glFAqxzz77kMlkWLp0KYnzzwfA86c/EdTO61CRu0JkYgwpCkj3XTkRcaGbmpubyWQyhE84gZqFC/XMhJe/8x1OBgYNabLG/VAMiN99991Ajq3YTp2kHBHfqAEjq2g4jDgFHpo9m4hGvpQlp7NKAfFFfX0Err0W9//+L44NG3CuXs2wx8O/sI4iGyUYDJoSjjlWruRb77/PV7GO6hZruwnlpfQL3fu66NCxdGlJZ5aYn/9+8klq5szB/VKud8gqit/XoVCIFODs7sa5di3Djz+OY3CQtokTWUN5NeINwJ7vvpuXPSWczcVK8YQ+e7ihgdj11zP46qskzz8fFEXPophhg0U7HA6zGYgpCqrfrztgSzlRBDfIp6+6SufhEd1uOjAn9hSf0+0kYROoKoFrr0VJJrkHWFXC8Qk5fS/YQGQgLp6lD3BbzF3K62UIUBKJXG19IoFj0yYywDqs7wpFUQoJ2yQResGKqE18RygUKqjLV7ZuJaA9txUXC8D3gMjNN6NqmZmRJ57gsD33ZCPlAXGPx8PFF18MwG9/+1teeeUVuru7mTt3bskMKCuRgfgHH3xAIpFg7ty5RbNsd2bZBcTHQNZql20xb6uxTlx4wUKhkCXYFQfGCKhLsaaLw2cE8KVS0+XnhNJRM7M6cTkaXopwR3z/OeecY+m1dDqd7KP1Zn333Xd1MLy+xDissglEjXgpIF5XV4fL5WJgYICoaEljbM9iUSssftvtdo9E5aQ5WnXzzXiA9y2e3yoi/q5mZBczgi0J26TXStVMhUIhXgeWHX00Ka3fqlO7kDdQGRDfsmULmzZtIhwO2zKGzEQAms2bNxP45jepmT0b5zvv4Nq8GRfWNWiQm9MDgPATT+i8AanjjuNOv59lWEfE9Row7TOygWD1mQjwTCZDVmOp9fl8DN98M+cfeCB/pXg0UYgw+Nb29pJtbESJRnVAu+G88zgCWFXEwLUC4uVGxOW/bdm0idCXvgTkjIxigDiPOV37zcBXv8raeDwHcks4H/PObSKB+1//AuC5Er8rxDIink4TyGTIAhSJVN0NTPn2t3O16okEjpYWMuTq8ktFxEV6qrGHuDw+KxF3yAcffEB6v/3011dh3ipOiNfrxe1260DcsW4dnkcfxXf33eyuMXaXExEHuH76dCKPPEJWM4oqjYiXImobCxFZNm+88Qapk04iW1eH66OPcKVSdAHuImO3qjVNLlnCjeRqg0utWygUYuLEiSSTSdra2vT+vaL/dJvPx9NA0GBIGr/XKjV93bp1vPzyy/h8Pr4o8S4UEzlKb6d1lzD6n1cUMhoz8WaPhxjFydoAZsdieP/wB9z/+AfuZ58F4L2mJtKUFxHXgbhEdOdcs4ZPdXVxLNbrILKhMpmMafmHAOLlRMSXat/j3LCBGZr+sXJm6QSFms3j0TLx7ABxmeyuXgPwb2nAt6K5k5wYotTCigcFRu7ztmSS+De+QVZq41UuEE8D+8yezeBbb4HLhWPTJg77/e+5usjve73ekZaRmnNcke5ZKzu3IMU6m8Vz//24X3uNZFUV36J0Wjrac5mlpqv19Rx/xBHML/IMxjpxx4YNKNksW9zuohFxMCdsEyKAeKkMqnA4PBI00Zxtirb+XV6vqcNOURQCgQC/BPrPPTfvHuwsQcZpJRdddBEej4dnn32WX/ziF0COpM0u6aZRBBBftWoVb731FvDJjYbDLiA+akkkEqxbtw5FUYoSUMk9uqF0fTiUjogXU2xgHREv9puy0VgqambmvbdTHy7k7LPPZv78+XzlK18p+neLtdTvd5cuJawxMCoUB+J+v58bgP2/8Y28nq7RyZN5FdhaIirpcDh0wNrudKIGgzh6evIA9Q1/+QubgFoDK7Mw1D0ej2lEPJlM5rzgRWr8lwJPH3UUiQsu0CPiS7V9UExJFk1N1xR+qYh4MBjkLeCZY48lfcIJwIi3dQP2asQHDWQ7Ihp+yCGHVBwVk4E45NKq3K++iruzkywwWGTP+f1+bgT2uPFGnBqnQ+qUU7jO7WYZ1p5jYw2Y+P8OSteVZ7UItt/vB7eb1apKN/aAeCAQIBQKkUwmSWgZGU4NUIn0SzslAlZAvJyIuD7vkoFXjDhMPL8RiAujsNvlstwDPp8PP6CuWqUbFK4330QZHmaFotCKvfZlVkBc0fblADlCN6vP6qmK3d04Nm1CyWZp83pJURqICwBqViNeKrIqsqo++OADMhIQ91JcpyqKohNnQQ68uJ95BoAXNX1RLhA3OtOcUlaAnRpxMQ92iNpGKzJhG14vSYkLYgPF7zy/38+RwHm//z2+G2/UXx867DD+G/jI57MVgRap4Bs3btTbPAkgbtV6z7gfrCLi92hEaGeddZbtzIaqqirq6uqIxWK8+eabec9oJsLob21t1UthPtbGbeX8cjqdBINBROGMc906HYi/qn2mnIi4Tta4daue6iuiulspfn6s0tNVVS0rNV0ApPaeoEm32gAAeLtJREFUHjLa2e3V7t5iNeIAH2rRRUWz0UoB8bz2bx9+SPgf/wDgJe13yklNzwPiYu4kctpK0vpFqYUdIC6+Z0BKtXasX8/Ct97iVKxBqQzERacK4fDuxNrO9fl8xMiVnSmpFM6PPsL/ve8BsPTcc+mldNBB/L4eETecu2gqRQ/FgfhbQGTxYshk9BK0tdr9VuyOLtYZpZzsxfVAqqYmt+eyWZyiXVwRG7cgQ3B4GCSunXIi4mIsZ555Jqqq8oZGalwuW7osEyZMoKGhgUgkwmOPPQZ8cuvDYRcQH7WsXr2adDrNbrvtVtQ4MdaI2wHiVoC6VI34aCLi5QBxs9R0O/XhQi688ELeeOONoulykCNsA1i2fDmpo44C4H8pHhnzer05spOVK0fSloBN55zD0cB7Np5PGCbtHR1ktNpGQbqFqlIXiTADCiJrYg48Ho8OBhwSEC/Feh8IBFgPPLf33qQPOQTnmjWoDgfLVRWfz1e0vtsqIr5lyxae1mrP7Ch3yK/7c0gR8UrI2mSitkpl0qRJuFwu2tvbGdYMXc/DD6NopQreEsa2sb83lGZAN7KiyunsVunVPp+PKwHfV7+KY8MGfT+UYlI1ikhLHNTOpGPlSohEYN063BQHQ6VS08uJiMsOkMGXXmLN2WdzN8WBoVkvcdEurtdi30Nuna4B5p92Wq6VDqD6/cSXLOFhVcXlctmaP5/Px23AHZdeSvILX9BfF+mG/Zi3L0N7XTYMBQDdpP29ndT04eFhurq68nqIi/eKyaxZswgGg7S1tdHd08OwxiD+fUrr1HA4zFpAVRSc69fjbG4mO2ECb2hRcruAKO8MRyK5SEs6rUdc1mEvNV3cC3aJ2kYjBx98MIqi8N577zE8PEzs298mcv/9DGm6tFT2VBCYs2kTLu1ZYeTeLeU8ESKngstA3PPHP3Lcn//M4SbPYdwPAnjJd2okEuH+++8H4LLLLrP1LMZnekVLV7YTEW9vb9dLUPo1J3Oxs54X1X3rLVxvvIHqcvG8BuLt7rtwOMwAEHO5UIaHR9KUbaRXgzVh2datWxkYGKC+vr5oqq+Q2tpaHA4H/f399D3+OJH77uMlbd1KpaYvM5TCraZ0RLwNSAUCuaynoSHSe+7JB5qNUE5EPG/utIBIOanpZuzjwultNyIO0vxnMvrvF4vI50XENVCaWbiQPxxwAHdTmgupW9NFwYsuwtHXR+roo3lLc17bSe33+Xx0AkMuFxh+SwS9igHxLwIr77iD7O6761mT4jzYiYjLQDyVSvHEE0/wssaJUioiHgqFuBF4+cEHSXzpSzkOl3SaTsBRAohPB3wPPojrpZcIXnop1Xvswd7amSsXiMNIKzPIBc9K2fWlRETFBWP6gQceOKrv25FlFxAfpQjG9FKe1kqAuBWgtlsjXm77MqgsIm6Vmj5WokfE332Xwfvu479mzeIOSkfEBRR1SKk/Yk5KpRpCfr119Pbb6V+xgoxmYCmDg7hUlUHAY1hDcXnmRcQ1w0rp6OCQCy7gcUpfMLFYDCUWI3HxxQyedBIxSitIY43422+/zaWXXsq+++6rA/FSkSlhZNdt2IDnb39DGRjIi4hXkpouIuKHH3540d8uJoI4DKBZi+yIi28TxR0EBf29VRXX44+zf5GzJEfEHSYpc8UMi9OA4AMP4Fi/nkmbNxM+8UQuEmQqNiLiMGJEtM6aReq448hOm4brjTc44aqreJrygbiqqhXViAsg3tLSQmbffXnzM58hTfEzHgwG81ukxGI4h4ZIArEi+8fn8+lRMVFGkjnwQDb/6lf8kNz+spPu5vV62QhsqK1FlZ/T6eSV6mpexBqIGyPimdmziV13HY9pz20nIi6XAMjR1FKGtcPhYOHChUAuKp647DLu/dnPeJzSOjUUChEH1l99NWktsp5asoQuTffYBURCr9b191M7fTqh006DZJL4f/wHd7rdxCm+98Tv9Pf309XVRWtr67gRtcnPvNdee5FKpXKcLeEwqRNP5Fvnn8/5lAbieuaLcNINDuK7/34OxT4Ql8nRMnvvjerx4Fi9Gs/jj7PvihVMM3kO436QSUKFPPzwwwwODnLQQQcV5aExE2EMt2lnqZhxXFNTg8/nY2hoiP6TTyZ+6ql8K53G4XCU1DVtQCYQQFFVlEyG9GGHsVmzN8pl/u7R5lukWAs9UCoibtWHXI6G29EdDodD38NdXi+pT39ad4wU6yMO8LoUNHnqqKPopzQQBxjQHATRs84ifs01+vqXUyMO0G2YOxmIlyJrKxYRL5ZJIX+PoiicFo1SPXcu/u9+19bvCyAMIxHx7IwZPDNzJk9Q2oHQpX1v6uSTSR16KMO33kqndk/bSU33er38C/jMoYcS/d3v9NfdTz/N71eu5BtY22ridWGjC04IUSJUzFaSW5i1tLRw4403smjRIi666CI2btxIOBzWyzKtJBQKoTLi/BAlHVtK/Lbf7+dgYNr3vof33ntxLV+Oo7OTTclkUd6qYrJo0SI90HKOoRVdJSKAOOTGOV8rl/kkyi4gPkoRtUelLkgjWVs5EXGrPuJ2gJws5aam260RN4uIjyWpwuTJk2lqamJgYIANra084nSSoHhE3Ofz6UBc7yWeyeDYtAkf5QPx7IIFqFOn6i2FBKlHF4UgTqyt2+2mndzlKJg/HZ2dBNvamGnyOfnZAeZs2IDnwQeJX3sta7SUq1K1O+KZly1bxqc+9SmWLFmiM1ieccYZPP/885x22mlFv0Psj7NeeYXgFVfg/PjjUdWIt7W1sX79ekKhUNmGpFEEKFw3PExGiu5sovjcGFtjKX19hC++mCfJrYOZgSZHxMUeckip6cXOnxx9z7z3Hq633mKGdh7LjYh/tMceRB56iNSZZ+p93TdSHNAXtMZhJFIbDodt1VkLkYG4+B4oo0Z8yxY9o6ANa/IdyAficp2oHSeiLOJsGVsrZqdP5+szZvBlrNfP7Xbn1Qxm588nft113K+lG1rpDrlG3Kw+HAozFMxETk9HUWjXomyldKrOnL5kCWgpsqmTTiqbNT0UCuFwOFg5PIzqcuHcsgUUhdi3vsVVmoFZbO/JmVKiPnzRokW20rtHI8IIFNk3kJvvYp0mIHcedSedtk+da9cy9f/9P27D/nnNa2Hm85FZtAhFVXG/+iqQIz0z7l/jfjBGxFVV1Unayo2GQyGAKgbEFUXRI3BbqqtpueUWWsmd82Jrp0dCNede7PrriV13nT6GclLTAX43dy6R++8nIzKBbEbEzTK5oDzGdCHGWv1SYwmHwyiKwofDwzo7+L+0uS+ms8Tc9WqgbGDhQlJnnFE2EBdjbxcs3pqdma2rYzM5J0YlEfFyasSFwyZKTm86N27UHVvFgLhZRBzsdwdq8/vJTppEZv58Ik8+SXbWLD3KbCc13YpPyLFxI/vEYkzH2mkrPpsaHITBQVInnUTsssv4l9bysRigFU6Cu+++m3322Ydbb72Vjo4O5s2bx0033cRzzz1Xct7zHO6ZjL7uLSV+OxAI6I5y1zvv5OwULc1d7OVK5I477uAnP/kJF110UUWfl0UG4osXLx4Xos8dRXYB8VGKXSUvgHhrayuZTMYWKLYC1KVqxK1qy8slaxvv1HS7oiiKnp7+7rvv6iDPLhDXo5nt7Rx/+eWsxxoEy1KMgVwA8W4K10HOWPg7cNGxxxK76abc56Tap1KlBZ9ZvpzAd7+L8+OPbdfuCENq06ZNvPPOO9TU1HDNNdfw/vvv87vf/c5WnY241Nu0cTlWryZ15JF8WFVFH+Wnpoto+EEHHYTLone6XZF73aelNPdSTJ/G1HSlBPs5GPaQ9veRv/yFi2fMYF2Jz8nRd5fwkmuAqtyIuJy6ZrdW3+VyEQwGUVVVj3RUQtQGI60G29raSCQStnggjDXidkiDILdOohLd0dqaS3V9+WWGtDmw60Dwer3MBs58/nl8Wnq3EHE+rYwrj8czEhE3MQytgJlZRNzYe9foGDATmbBNfB/YB+Kp5mZc776L6vczdNBBRCIRXC6X7XRDh8NBVVUVGSAlwNDGjcRiMbLZrE4MZyVyptS2IGoTIhO2CbHjwBERuayi5Miaksk8xnQ7TlvIj4gDeno65NjHV1O4f437wQgAX3/9dVauXEljYyOnnHKKreeQRQbe4XC4pDNGL8dqb7fN9yL21aAW1c3W1xNfvJiBgQEcDoftMyv02T9CIVInnqiXfDmkiHglqenlMKYLEbpXMFqXcmY5HA5qampQgYTWWq5e20N2IuIf7Lknwz/5CQN7742qqvr623ViiO95LxAgecIJqGJNbruNGcD7DoflmZWBeFZKrR8eHqajowO3220rpR8Ke4nnOWDtpKZr8+1+6imO3rCByUU+J17//W67MfDRR3klSF1lRMQtiX21/d+Dtb3o8Xi4EDjm5JMJfOc7pE47je7vfY+PyN1lxRxY4qz19PTgdrs566yzePLJJ3njjTe44oorbEWlxd466frrqZk8mezs2az4xje4k+JAPK8zj3a+YvPno1JZWrqQadOm8eUvf7no/WBXZCD+Sa4Ph11AfNTy5z//mYceeqgko5/f72fChAmkUik6OztHlZpuNyJeSWr61KlTURQFl8tVUvmapaaLy3ssgTiMpKe/8847lsQ3spilFcv1SnaUnEx8pnR3E/zSlwhecEHuu7SLuZtCJS0UrDFtCUZSrzpNPic/O0C7YF9/4QWGtHktpSTnzJnDAQccwIIFC/j5z3/Ohx9+yPe+9z3dEWRHxKXeIrzr7e1E//IXLtFSg8qNiIsI1WjS0oXILczSUhu0hykdEdfBcVtbydZlkFufdcBl++7LkEYYkt1tN/7lchGneGmIHH2v1i66FZrRbTfCltfeZGgI57JlOtFcKSAOhenplRC1QQ7Ui1aDW7Zs0de2VGr6BuAvX/gCkQcftH32vF7vCBBva8P3618TPussarT5t2vU+3w+qoAjV63C/dRT+utKfz8T4nF8FAfiumHY14fnvvtwvfwySS1iZPX8co24WesyKF3zB4W9xO06N8X+z3Z2kj7gAFJLltCr3QH19fVlRTnEPMc0veH9059Qn32WGkrvOzEP/f39OlFbqRTLsZBDDjkEyGUDCZ1r957NMtJOUunsLKuHuBA5Iq6qKonzz2f45psB6PD7iVF4Zxn3g4g+DwwMkE6n9Wj4hRdeaHnf23kmyNWHl9oDMhC34/AGyXE7fTqpww9HranJ27N2I1lWEe303nvzNsWjqvLnjSnW5TCmCxGAWwBxO2dQ7PvNF17I0MMP8572rKXI2gA+nDKFxJe/TO0hhxCJREgkEvj9fttOW/F3t9fWEn3wQd1JLfMcWK29w+EwjYrLWT121zCPxbu5WY/QloqIPwX8/vTTSVxxRe61O+/kmx99xO4UZ00HiBvsY6CsiLi4x/+0Zg3VM2eOZL9pNl5vkWeQid4EwZxdLpglS5Zw+eWX84Mf/ICPPvqI3/72txx66KH6Otm5K3SbJ51GSaUglWLtYYfxLKWBeDuQkQIj/Rpb/miA+FiKnIr+Sa4Ph11AfNRSV1fHbrvtZitlUm5hNhqytlJkX+IAWgHxUhfDzTffzK233lrSq1UsNX2sgbiIiL/++uskk0k8Hk9R77hZarqc4mYnIi4Tn6mBAJ5HHskxwqZSuufWDIgLxnIxf6lUSmcxFazbdiLibZqS9N1xB2ntO0ulpns8Hp577jlee+01LrroItugTxZxqW/SvLkiOiQuGDts3TJr+lgQtQkRwKa5uZnU0UcTveUW/ufyy/mA4nMjR8SVnp68fuDFAHUCWOFyoUqXYimegYJ6dI3t/GPtO+1mBchRmeCXvkTVCSfobbxKpaZDIRCvhKhNiEzYZidCGwgESAIfTJlCdu5c0sccwxs338wPKB7V8vl8RIFEIICSSOB58kkA1mn1xXaNhLw+4pJ+8vz5z/xr0yZ+RPG6v4eBh377W4ZvvZXgV79K6NxzdYOvnNR0IxAv1UcccpEAp9PJunXrGB4etu3cFHPTEgyS/MxnGP7BD/S1shtZE6J3P9D2ve+3v2XqZZdxGKV1kHwvCKK2bQHE6+vr2WOPPYjH47z77ruAvSwwsZ6CRNDR0ZEXES+nlCQUCjE4OEhfXx/Z3XcnqwGBDdpeMz6HcT84nU79XH300Uc89dRTuFwuLrzwQlvPYBQ5Nd1Ona9wvre1ten7rhQQF/tu2cEHE3niCVKnnlp2RBdG9Fldby++W27BoxHU9d12GwcCEZerqO40A/KDg4Ns2rQJj8fDXI3Ay44I3dvT00M8HicajZbMKtGB+Lx5pI89lg7tnrATERfP3N7ers+d3VISsMgGyGSIa/9dKqvDrE68HKI2IeFwmGEgXleHkkqhBgI0V1WxheJAfBPw/tSpZAUpbonuJPKYzNrVCSBul6wNIJRO4xgc1LMdBa9PMdZ0j8ej25muN9/E/cgjZLT7vpTe8Hq9/PjHP+bqq682XWs7d4XYP90ie2TTJh0vFPv9QCCACkSl89mt3VU7ChCvqqpi8eLF1NXV7QLiu6S02PWYyy3MxjMiblVbbscoAbjkkks4//zzi/4NFE9NH8saccgRjCmKwkcam2sp0iafz0cLsGL+fFKf+hRQPhAXEfHOzk4IBMhMnYqSTuNobia97778oqmJhym8KMS6eb1ePMAjr79OzYwZoKp6RNyqD7V4doCs1BatSwPF20JJCuW+QUtTcy1ditLVRVS71EvVJjscDiKRCOl0mo6ODtauXUswGBwTY1wGhGpjI8lLLmGTuEhLAPHNwI+/8Q0Gly3LS00vtQ46Ecu6dQS+8hUu0AxUOxFx58aNeNraUF0u1mPfqIf8iHhWStOCbRsRh/x5t5OyajTs1OpqWmfN4n1Kp6YDRKTvzsydS6um68pJTdfbl0kZOzJrupVR79F6J0fdbr0UID19Ohly62eld+TUdKsacTt3hc/nY968eWSzWT7++GPbzk2x3v3DwyS++lXUqVMrAkQwMs89BgOxVOsyyI3R5/ORSCRoa2sjFAoxR+pNPJ4inH2iHMZuajrAa7W1JL74RdRwWOdi2IT9+11RlLwWZoDezmiVFlEs1b4MRgDYrbfeSiaT4TOf+Yzt1GCjNDY26jqnGGO6EOF8loG43dR0GQRW4gAS+2rC0BD+m27C89e/AvYJVs3ApLAX9thjj7LSZeWIuJyWXszmEGdGzJudwIfM5QG5/VBufbj8PdFIJNdycf16nO+/z9y99uJZSs+dWUS8nNZlxucY0hxQ8W99i68cfjibKQ7EId/OVSQ7qVTmp1ltu2jVWk5EvFtbW9FLXNwbxSLieUSPQ0OEvvQl6v7wB6C8u95M7OgdMd8d2t7333ADM555hroSnxfvDUl3SqumY8rtIT6e8sgjj/D666+XxWmzM8ouID4GYjdlrFwgbgWoS7Gml0pNHyswty1T06uqqvI82qWcCYI1/Z4TTyT+ne8A2K5TFSKUuKgRz4p+zuvWkV2wgDvCYZ3sSxaxH9xuN0kgmE6jRCIQjdqqERfP9qqmyNN77aUbOdtCSYrfWKM5ApwbN1Izfz5nagZJsQtG1JdCbr8Jg/iAAw4Yk7ohI3EYjBiApVjTs0CPwwEOh+5xL5YqLdbn/NZWguefj/vpp/E++CBHF2l5hvZ9W9DajqkqiqqSmDaNNOVdzrIxmNHqDiHXoqaH0nvBKiJeCRCXa/PtONvEWiz46CMCV1+N61//0vVRMQNB7P3nzj6b1PHHA5A6/njbabJCvF4vUSDlcKDEYqBFCQQQ76M0E24ymcS5bl3u39q+K/bsdmrE7d4VIj39ww8/LLtGXCYAGy0Q75DmO+tw2MrEgHz9v/fee487UZsQI2GbnXtWnMk7m5oY/tWvyM6bV1GNOBTWiaM5M1drJHfGe8tsP4i1elLLBvnSl75k+/eNIjsHyomIy6npo9l3lUR1N2j2jWPrVohESG7ejIPSutMsNb2StHQYcYL29PTYdoSJ98W82Ql8GJ0YHo9nVNkEkyMRaubNI3TWWTkulGyWBKVBnZkTQxC12dk3QnRnoLbujo0bdaBcrATMAyx56y38118PqRSOvj4y5EBwsTavUGjnxmIxIpEIHo/H1n0h5kbnBTEA8R7slTEJ6decWXbLCqzEzl0h5nurNrfOzZs54v77qcEeEO/X5ie9//60aednR4mIQ+7s2HGm7OyyC4iPgRhbNVmJ3MLMjoFgBahLpaaPpka8HJGBuMzMDGMPxGGkThxKG+RmRHd22VeFTJw4EUVR6OrqIp1Ok9GAuOglnrBIVRX7QSjSAS0aovT3kzr2WJYdcgjvU/qCecPpZPDll4k8/rit/TJWIgya9YkEqhQ1XKsxgZYyiOQ68bGsD4dcxMbtdtPZ2alf8HacFMYzoZToBy5/Zr9oFM9TT+F6663cZzTjulhEfAvwzM03E/nLX+j6/OfpPPZYoLzLWe4zmpEi4rccfLCt79JJlLRzPxap6S0tLbYMdPFs01tb8d5/P8ELL2TRH//ILOxFxDdNnKhnLaSOO65i1vRBbf/q7QOliHgxIO4ETvzFLwhp7K/Dmu4uZtxUVVWhKAoDAwOmPcTB/l0h14nbdW6apeaWy5guRMzzxtpahm+4AYDoxImksecMNALxbSUCiL/99tukUqmyIuL6famq+n5pxn5EHAzM6UDi/POJ/s//cJfm1DTeW2b7QV6rhQsXcrB23iuVQw45BIfDUZLHBvKBuN3UdGNUFypzAOkOYO3OdrS24nnqKeYddRR/wX5EXN7/lTCmw8gadHV12R6LzI0A9oC4ce4GBgb0uvRyIuJi7Ku1O9HR2qp3nbBj74g73QyIG52JxUTcOR8tWsTwD35AZo89iJdIlfb5fKSAz65Yge/223XysF6nkyzl27ny/NltdQnQqd3rAoinPv1pHqB4BqXX6yUJxKWx9WmZlKONiNu5K8T+2WzI7tpa4veFTnvq5JPp6+lh6PnnGdTWfkcC4v9XZBcQHwOxqzBl5nQ7LNhWisZuRFxO9clms2MeVfV4PIRCoTwW+G0FxEsZ5GIO/L29OJctg8HBsoG42+2mvr4eVVXp6urKi4i7XnyRTw0MUE/hOoj9IAz9PlFr3dtL6swzeWrJEt6ldEQ8Ho+T2Wcf1Jqa7RIRH4hGGfjgA7IaUdfH2j4sBQDNgPhY1IdDroZSOLRE1NHO3IiLZ8lrrxE++miSn/scz959N49R3FMP6DVgTi260qY5neyUhmRnzybx05+y+nOfA8oD4nKNeGbuXFSHA9Xp5G3tgt2WqekCvMup6cXOuDACWjUDwdHfz14vvljSUy/Wwt3djeuDD1D9ftKHHqrrl3LI2gAGpN8HcNhMTc8ATRs26K9FNIBS7NmdTmeeXjL2EAf7d4UA4itWrCg7NV0GRKMF4t3pNFktrbxfi0yUGxHfFvXhQhobG9ltt92IRqO88847xGIxnE5nUaNUP//RKM6PPsKxejUDq1dz2/e+xyDlGdRGIK42NRH7whcYjEZRFKVAR5ntB3nuLrvssopbCQn56U9/ypo1a9hdyqqxEjk1fTQR8XJbl0Hu3LndbvrTabLV1SjxOE4ttdzOnW3miKqEMR3ya8TtjsUKiNshaxPPPGHCBB1IlnNmxR4fBjK1tSipFE7NCWFn7sY6Iv7RlClk5s+n6sQT+dnHH0ORZ/B6vajAgCCH1WqsRTleKS4kY2q6SEu3w5guf3+7lrUiygej3/oWnwc6FMWSrE7YAFFpjbu0dRstELdzV4g9v1HSEZFAoGQWhHi2SDoN2me3ZbBnl+TLLiA+BrK9IuJ2+oiLSLUMVsayH5+xTtxuXVklIgjbwD4Q//Krr1J1wgm4li9n+Pvf5w+nncZb2KsRh/wWZhmNSMS5di3+W27hdwMD7E7piLgA4iLVqZLSgm2pJOXIQqa6GqWtDdXhoFl7tlL7R4Cl9evXs3r1avx+f97ajVbkemXxnGAPiFcNDuJasQJHaysD4TBDlF6HNs1TLupGBdO6lYGskyXGYjA4yKAUva8kNb2np4es10t21iyUTIZ6zVAoB4jHYjG6u7tNo7R2pFyyNvFsmw1zVMooFO/Vak6DzKxZ4POVnZouzt5Hfj+pQw9F1Z5DtKTpp7QjZVia3wENhJZaPxlEmWUelBsR//jjj8uu1TWLTJbrGJWdaY71uYZEPRoQsaODthcQhxGn37PPPguU7osrzuv+fX1UHXEE/htuAEWhV9Pb5UTEC1LTyddPRsdMsYh4dXU1Z511lu3fthKHw2EbEMudQkZTI14JEIcRvZHSdJTznXeAXITPbnq1eI50Os3KlSuByiPi3d3dtuvdxZnp6+uzHfgwzt3AwIA+d+VExKFw7lza3JVim5c/K+4pVVXL6iEuRNZBIvDRpZ29UjXi/Vr6t3P9elSfT/9cuaTE5bQug5wTw+12F6Smy3aalf4Q99XrRx6pv9apvbYtI+IbslmSJ50EQL/2mp2IuOzE2AXEt5/sAuJjICktZbeUmAHxctJphZRKTXdp7KLZbJa0lhI31vXhQmSG3GQySSQSwel0jsthXrhwoT5mu6npvZpyVzo7yS5YwLvTptGFvYg4GID4/PkkP/1pUscfr6cumrGmi/0gDH1BZaf09uJ+5hkatWhJKdZ0Oa3ezn4ZK5EjSIk1a1BUlXRTEynsXS5ibZ555hkg13qiktY7VmKsEy8HiHdr+8HR3l6SBEis61aptyoUJ9qTP/epX/+a2pkzqb3nHmLa+pUTEXe73dTW1pLNZnPGoHaWZ1YAxEVa+uTJkyuq1xWfa29vtxWd1pn3NUcg5Po0lzp7Yp1WNjQQu/ZaovfeC1A2EBe/8d3Jk4k8+STZBQvQvgjI1YhbRcRFPWBU2uu9mlFcyqCVAahZSqfdu6K2tpapU6cSi8XIZDKEQqGSHAvFAFG5EXGdNX1wUI9KRjVjtJyIeCgUskUSNpZiBOJ2nbZbRERMK4kQ+recGnEREZeBeLF2m2b7Yd68eQBcfPHFo64zLVdCoRDhcJhEIqGPoZLU9Er3nRhvQnN8uZYtAyqL6q5du5ZEIsGMGTPKLseTI+KVpKZHo1FUVSUYDBZ1XBvnLpVK6RHxSp0Yce3ZnZoTopK56+3tJRKJUFVVVVZQRddBg4P4fv1rYCSDrBQQ79X0cWb+fPq3buVs7ZnLTU0vNyIufuM1oP+b38z1sI/FUJYuZSbW9eEwYsMJLo30XnsxrD3PaIG4nbtC7J++aJTkOecA0Kv9rp0acTMbcxcQ3/ayC4iPgdiNMDU2NuJ2u+nu7ta9dnYi4kbWdOGpKwZujDXSY10fLkSOiMspq6NNpzMTt9vNokWLgNLGgVA0PdolKHo8WtV1W4kcIVCbmojedx/xa68t2r7M2EdcsDc7Nm8m9IUvcPnDD4PJ54Rs74g4jCh43x13AODW6s3sXC5ij73wwgvA2KWlC5FbmEF5NeKd2n7w33QTh992W957RhHrs8VwIRZrqSJ/X0xb/0m3305COxvlXs7CIOzq6iL6u9+RPPNMnta+txyyttHUh0Pu7E2ePBlVVVFVlaqqqqIGpk68pIEbgEgwSBZ7czeUThP/7nf1tOhKa8SNRtrAz3/O6UCb222po8S5HdJ0SPT2220ZN5AfPTQD4uVkI8jptHaM4bGq1YX8iHjiq18lcfHFvLz//nm/U0zEvbAtidqECH2zRuPyKKUzxZo2a/eqa/lyqg47jL3ffhso78xOmTIFl8tFW1ubrbvXbD+cc845PP3003z3u9+1/btjKaJOfJWWIrytyNpASi+fNInMnDm53sjkIuKl7mzxHAJMVkrUBvn8N3aBsUzWZjfwYXSeNTU1VcSaDhKYNsx5OTXiIkIqnDAzZ84sy5bTeUmGhnCuXQtAXLsDSrUh6xFlRF1doChEtLUvFRGXMz9hpEa8HJIvn8/HMqDjy18mffTRODZuZNIZZ5iS8coi3vP19KC6XGTnzrXV5tWO2Lkr5P0jOAG6bUTkxXu7gPiOIbuA+BiInX5/kEsRE5ecSKu1QyJj1UfcjkEr/na8I+J9fX3jWh8uRPQTLHVJCQUp6oycH3+M/z//k8Pefz/v/VIi9xLXJZ3G0d9PllxvUyMgEftBGPSPOhwM//CHZLVoyaC2NnZqxM1KC7aFiN/pOuQQANpPOw2wd7kII14o9sMOO2xMn62S1HQxp+0SKGjUGLFLZZbIp3t4993ZUuQzed+nGfYA/ZoxUikQ7+7uJrN4MdG776ZVA5flAPHR1IcLkYFlKeNc7JM2CQgntXNiy4lh0HmVRsQT8TgMD4O2R4YXLeJxIFnEiakDcfGcqRQxTY+Wk5puBsTt3hWQDyDs6FQzQCR0cqUR8YGBATJ77snwrbfSqxnGdnSA2Gfbo//r1KlT8+beTocNgGbJ4e1cuTLHtk95qekul0v/bQFmigFxs/3gcrk4+OCDx7SErBwRNooIFtjtI24WES/XFhB768NLL2Xw7bfJaI7DctKrxX0wGiDucrmora1FVVXWafdEORFxu6DGrI94JTXi8ncNaeuVmT2bf591FhspPXd6zbD2HJUQtYG0F6SsnLiWyVWqO4loH6Z0daGqqu5EtbprHQ6HqcO1koh4QatSqXWZnYj4e7Nm0b91K8O33FJRGZqZlNNHPBKJ6Cn1QyVKAeT3dgHxHUN2AfExkHI8X8JAEQBrvCLiRgVlt4d4uSKnpo9XD3FZvvrVr/K9732PL37xi0X/TiiaDk0pud56C9/vfsdh2qVaSWo65FiX3VrKYw/gNvkesR/E+jwPJK66iqzmoR0okXJldsFsr4h466JFDLz/Ph9ccQVQHhCH3DyPZX04jC41vVXynEdE1L8EMNwMxA86iPgVV7DiD39gDcWBuPg+VeoDLy7nch0pckRcf24b7dpgfIF4KQNbj7BIF31MM2jspKYXRLIrrBG/pL+f2qlT8f/0p8BIup8d42pQW2NHd7dusJSTmm6WfVDOXSGyf4zfayVCt491RFyIiDTa2cOf//znueuuu/j6179e1u+OlcjOv1J3ntvtxuFwEMtkyErz1KrtkXKAOBTWiRcr5djWqed2xBiJG02NeKVgMhqNQjZbFsGqsX2ZYEwvl6hNiNC9IrNiPIH40NCQnso+2hrx9YsXM/TYYwz9/e+8deihDGI/NV3cU5UQtUH+Xhj+8Y/JzJvH7SWAuHi2FoeDzJw5+L//faoOPZQTVBWXSaDD7LPyfVFujbj4Hjfge+EF3I88kte6zI6dnUgkwO1GrakZMyBuRzfId3zqlFNIfvazPKGRQtsB4rtqxHcM2QXEx0DK8VwbDeFiRo045MboUClPIRR6vLZFarow2sYzIj5x4kSuueaakpeiUNA647V2mfZoSrVcIC68rN677iJ0wQVALi3d7HvEfhAKXPeyahdEv/Z6MQVvBCTbKyIeiUTITp/OsM2IIOQbnPvvv39ZNZZ2RE5NV1W1LCC+VQLiQ9pYSkW3NwGb//QnYjfdVJJoD0b2xLMHHki2tpauH/6w4stZGBMiSgIjhmY5QHzr1q1A5anpkK+77EbEo9EoQ3/9K+n99mOFxr5vhzV9tK0Xxfd0a0ag0tuLMjBA9Y9+xNcpfvZ0Jlyh11Mpff1Gm5pezl1Rbmr6WJJmmQFxuw4gyO3zs88+e8zvG7sil8OUMiwVRdHXNS2ls27VgHi5Z9bInF5s726vqHcxERFxIaX2XrGSiEprxIWOizz4IM9ccglxyouIq6o6qog4jABhUdZjF4j39fXZBjVerxePx0M6nSaRSOB0OitqXwYj4+8MhUgfeSTqpEm2eQ6sgHg5RG2Qf+ckLr+cnn/9i7ZsFpfLZen8FHfp76uqGHz7bdJHHolr9WoclM5cNIvsVgLEvV4vLmDef/wHwauv1jmAerEHxJNS9pvYu+U68IxiRzfI5yW1555Ef/97WrTgU6Wp6dvKxtwlI7ILiI+BiIvWjsjGbCkiD3GQRxMRF58dL2/Xtk5Ntyvi4mmValQBurQ6pEpqxAG9lziY14fDyH4QZFB1mQzOhx7Cc999APRpF5IdR4q4GMcro8FKjGl+5QBJGYiPdX045NbE6/XqrWUymQwej8cWZ8Jmqd57wEbdr37RRiIovb3EtXmwk5q+MRxmYN06tn7mM/rlPJrUdMid/VQqhcvlKkmAN54R8VKRabnmMHnccQy9+CL3LVwI2IuIywZCJpNhaGgIRVFs6y+9NEU7/0pfH0pHB/V/+ANXYk3UBiN69ekFCxh68EHiV19ddkTcip2+nLti2rRp+jzb0anizIroWjweJxqN4na7y9b7ZkB8ZzLUZL1jR2eKPZmSgGOLVsZSriPRGBEvRtZWzn7YVmLct+Wmpov+7Q6Hw3YGixCxt5SWFqp3243AN77BR3vsAZRHONbR0UF3dzdVVVUVOx+NTgS7rOkDAwNl2VuyI6O7u5uhoaGCVoh2RHaeO5qb8f7610zRiBbtOjHEPTUWQBzsER4ana+Cf6cUKSqY3xciaFJOjbjX6yUGZLxelEQCh3Zf2o2Iy47jsaoRt6MbBLGuqqr62tm5q3alpu9YsguIj4GU43kTvcTBnrcUymdNh21H1ratU9Ptihj/B9ksg889R0JjlOzUDPBKa8RFL/H45MmcirmyE/tBURS8Xi/zgarLL8fz/PPACDuoHeC4I0TEwX4UFvLXf6zrwyGXui+MK9GeptS8iHUaSiaJXXcdAH0lSgRgZB1cb71FzW67cbCWom+bn0FRaGhoKGv+ZDECcfl7SpHojCVZG5SXmu50OvH7/aiqqusgsZfLjYjLBoJd4i+xpm2a09LR14ci9RC3ExEfzmRIn3ACBIO2nh1G5sWshziUd1coiqJHxe0AcZfLlWeUyenB5ZJnFktN3xHTqY0yc+ZMPbJbDhBvu+QSAFSvly7NaVduZKuciHg5+2FbiQzEw+FwychcIBDIpfbHYqTT6TyHfLlEfWJv9TgcOPr7cbS1EdP2XTmp6XJaeqXEscaIdCkgLuZKPnt2QE0e4ZY2X/X19WXPnT7+SITQOecQ+N73OODNN4HS9o6RrG2sgXgxB3RB5mBbGwCdNp7b7L4Qd2VFNeLaGXVqJYy9JZ5BPLscER+r1HS7z2/MhLKTvVUsNX17ZTH9X5ZdQHwMRChdOyJHpOyyucpeq3Q6TSaTweFwFI3qGKPp43XI5NT0HTEi3pdMkjngANCMiTbtUrYb5RBe1c7OTlRVJaO14vF0dBDBXEnL+8HtdmPcHd02nAFGwrYdBYiXExH3eDzsrzEtj7UIQPnxxx8DpcGBPJ8OzWPep12idqLbu195JQB+UaJQhhOst7e34svZWCNeDhgS+qW/v19PTZcdgeVKOWRtUGjclWoXJ78n67xiEUUrEbWFIqFf6e3N6yFup0bczLgqBcqE8WRVW1nOXQHo/ArGdGErkQ3hStPSIXf+FUUhEonoLTCFLtgZIiaKouhRcTv7Rr9rtf/OzJtnC0SYiVWNuNlzlLsftoXIQNxORFvOVIlEIhXzEsCIXusT0dFUij20FmZ2Ccei0SgrVqwAci1PKxU5Im4nuq8oiq4XRQZSORHxSCSi75lyU/pBimoPD+uM5Rmt9WY5af3pdJqWlhYURSnbcTuaiHj98DA106fj0IC0HSButJFTqRS9vb04HI6y9p+eQaqthUMD4j0UvyuMmacwdkDcrm4w2mp29JbxboZdEfHtKbuA+BiI3DqhlJQTETcja5Oj4cU8vcZo+rZgTZfbl21vMdZYi96w5QLxQCBAOBwmmUzmHA2BAJlp03BkMszC/KKQ94PH49Hbl6mhEAPvv8+z2pzZqRGPxWIMDw+TzWbx+/1FnS9jKca6v3LSrebOnUsoFOLkk08edZ2UlQhQ+JGWemc3Ih6LxUjvsw/J009nk3YW7BgJQlSL180+I86qnDZWbjTRWCNeTp2uOOutra2k02kaGhpGtR5yD/JyUqWNKXPlpClCcbKrYuLz+XQnmNLXh6J9Tx/lA3G7qelHHnkk1113Hddff73p++XcFQBf//rX+Z//+R/OPfdcW38/VoDI4XAUkL/tTBFxgG9+85uccsopnHXWWSX/Vqxr1O8ndu21JM8913YWhFEEEN+8eTOZTKbo/i13P2wLmaxxOYD97Db5vqiUqA0KdQbAXlp0u9Sd7XA49Od46623cp+tkKgN8iPiNTU1tmp2RwPE5bkrtz4cCsvJANCcaOW0L2ttbSWTydDU1FR2WYaRfM6Ozhc2VEcqhaI9ezoUIklxGwkKgbjMOF8O/4L+PdrzJy6/nFduvpnHSzyDWY34WAFxu7rBCMTLiYiLectms2WRce6SsZVdQHwMpJwUmHIi4map6Xbqw6EQiG5L1vQdAYjLBr3v5z/H/fLLqE4nmzUPsd3UdBiJEIg6cad2yf4X5heMvB+8Xu9IRDwWIzttGj2agrUbEd8enkojA205RviECRNYuXIld2g9yMdDRMqciIiXujzkSGvy/POJ3nMPK7R9asdIMEo5/AwNDQ2jjogbU9PtXJZiv4gLfTRp6ZAbs4jM2gHFVhHxclPTy2VMF+L1enUnmNLXh0OKiNtJTU9JfAJ2o6Mej4frrruOvffe2/T9clORa2trueCCC2yffdkQHg0Qh8L09G2dlTNa2WOPPbj33ntt8SLoGVQ1NcS/+10SV16p79tywUggEKCpqYlUKsXWrVt3utR0ubbWLhAfy0wMyAfiURttD4WI+2np0qXA2AFxu2MRZ8ZOe1ohsvNMZJ+M1dxtsdEZxPhZuYd4ueLxePD5fGQyGWKxmK7Hi+lNcV/2SgGnjOjPXeK5jfdFJURt8jNEhX3jdNI5fTqdbL8acbtjMAZNKqkRj0ajOmv/jkgg+UmXXUB8DCSvx3QJqaqq0hWv3dR0+ZDbqQ+X39+WEfEdqUbc4/GgKEqO2OqFFwCIPPooK7T3yzGujC3MYtdeC8B9mK+DvB/cbjcpIBMIoGQyMDSkr6GdGvFYLLZdDGArL6tdIBkMBks6i0YjAlSuWrUKKD03Ho8Hh8NBOp3WjR2xDnaA+LKrrwbgRa1tXjlR3Y6OjoovZ3EZV5KaLowiIaNJSxciMhHsnHFjhMZOarpZOc5ogHgKaPnhD4nee6/ekqYfexFxORPJbkS8lJRzV1QiZoCoksgkFALxnS0iXo6Y7btKU9NhBMRs3LixKBAf7/1QiXg8Hh2EVgLER+MAkgFh5O67ycyfz1/32Qewd/bE3hwcHMTlcjF//vyyn0FIJUBcBCEEJ0e5EXEBgkcbER98+WXil13GA/PmAfbT+oeHhyuuDxcij8dORNzhcOj6WNX+v/PAA4HyI+KVAnHxfFHt/5XeXltBr/GsEberGyqx1YxO8l1p6dtXdgHxMZByAZLw0Jfa9C6XqwA82GmfBIVgYLwi4uFwGJfLpTOVwo4REVcUZYQJV7tElc5OW+DLKEYgHv/Od3jojjt42eJ75P0gFHVam/fw6afjKKP93PaOiFdSI74tRABCuxFiuUWRkTzMTmbC2kMPpW/rVlZrDL52sxnEs1U6fyIlcmBggGQyWXb6mLxnRhsRB7jooos46KCDOPzww0v+rbElzmhT08vVXWKNOj/9aVInnYQaDBJtbKSN8asRLyXj7UyTo2ujiUzCzh8RL0fM9t1onC8yYZuYPzP9vaPOZTlEdzD2qemRSITUmWcy+MYbbNbOo511kOdz3rx5ZWW+GaUSIC4cFyJ7rlwgLvTMaNP6M/vsQ+xnP6NX6xpRDuP8aIG4rIPsniE9xXvBAgA2HX20ree2AuLlMKbLv/+v44+nr6UF59q1LP797wlRXvYbjB0QL/eOF237yo2Iq6q6C4hvZ9kFxLeD2AXiMngQBoLdiLjRsBgv1nRFUXTgLVhidwQgDlJLGs2gdHR22u6rKYsRiKMoDNpoQQYSENeUsuv99xm04WmV131HiIjvaEDcaCTYmRvjmbAToc3LLPH7bYF3s3S1SqOJDodDN8p6enrK/h5Zx4ymdZmQs88+m2eeecaWoWis99weqenydyWuvJLnfvMbfkXlNeI7yv63krFKEYZ8IJ5KpUgkEjgcjnHjfdieYkYSWGmNOOQTto3X3TueIsqxRhMRr8QOMKsRL+fOlvXiaNLSIR8M2x2LmC9RDlRuavpoasSNdzbYdyaNZURc3gt2f78gaKIB6lIRceO5Fa3Lyp0/cVcMAgQCeB54gD1eeYV0iWcYzxpxuyKveyqVIpPJ4Ha7i95xbrcbl8tFJpMhlUrtAuLbWXYB8TGQPHIMGyJSRO2AhwJj0kZaM1gD8fE4aOKSEgpoRwPioidk4Dvfse3IkMXYSxyKpzXL+0Gs0wqNvCk7cSJJLbvBTlR1eHh4h4iIi7XdUSI4DQ0NeXNfCRC3kx1hJF6r5DORSGRUdWNynXg5ZG0w9hHxcqQS1nTZASWM2UpY0+XfCf3jH/huuQXH6tV63Xe56YZjlZpe7l1RrpjViFeami7me2BgoKy2eTujiL0q9qiqqqPKgpAj4sWy0cZ7P1QqlQLxSCSil6hVsu/M6pzLcYjI98Cee+5Z9u/LIj+/3bEY56vciLgAkmNVI25H58qflZnbK6kRh3wgbnfthM51aAA8pAV17LKmG2vEy42I53UZikZRUilSbjdx7LGmj4XT3Sh2dYO8duXcU3JUXOioHcW++78mu4D4GIgAanblyCOPxO1222rtZAUedpTUdCi8NHYUz7+Yg6R0Gdq9mGQRRom4JKH4Osj7QSjxrKZUsw0N+meLKXiz1PSdqUZ8vMXYWsXO3Bh7Z1YS3a7kM42NjaOaP7lOfGcC4las6cWMBKfTidvtRlVVHQiPNjW94YUX8N90E64VK/Tv3F6p6eXeFeXKWNXqQn5E/JOclg7m96yqqng8norIi8wi4mYZHeO9HyqVk046iWnTpnHUUUfZ+nuzfTdWrOnl3NmyXhwtEHe73fqalUvWJqTcPuJi3KOpEa9k7swi4nK7ynJE3gt2CQ/F+23nnIMaCLBVOz/lti8bLVlbeOtWqo44Ived2pyU00dcduCN1layqxvMShvs/La85rsi4ttXdgHxMRBx+O3K6aefTktLCyeeeGLJvzUaCHZZ041RufFMj5Mvqerq6h2GdVHMwfpLLyV9wAH03XMPMELcZVcKUtMpDsjk/SDeVzTWa3XCBFt1/vK6b4/+vUbv+o4GxCHfUCgHiJeTmm4VEbdb3w+5/TCa1H45Ir69U9PLEbmvL9g3Co06b9Sp6dpzBC+/nLOvvJK92X6p6eXeFeXKWEUm4f8mEBfrPNoMCBER37BhA9FoNK+1lizjvR8qlSVLlrB8+XIOOOAAW38/Vmz9Qq8JYADlrcVYAnEY0b12s/yMf2fH3pKd3pWmVoN5+zK7c+dyufB6vWSzWbq7u/F6vXn95MsRs4h4Kb0pdHX7scfS39xM8+zZea9bifHcjpasLZFI4NQcETFtzordFUb7IJlM2koNtyN2dUMlpQDy38gR8V1AfPvILiA+BlJJqp5dRulKUmNhRIGJFhLJZBK32z0q8hIrkS+fHSUtHUYUzUB1NUPPPcfAMccA5aWlgzkQL7YO8n4QynjOI4/k/vvVV22BOfmC2R4RceOlviMyJss1bOWkppdD1jaaiLhY52w2Szwez+N8KEcEkJKBeLlELsFgcJufzTzyoEzGNtGkMcpRaR9xXQdKc+6LRhlm+6Wmj3da91hFJmFkvgcHBz/xPWaNe260jpe6ujrC4bA+b+Fw2HTtPylp/uPZvqyciLj4/OTJkyve97KI7xjP1HR57sYrrd/O3Ml7ffr06WUFK2QxA+JlOV+dTtuZn1ap6ZVGxHulINKw9kzlRMTHMmBhVzeMZWr6LiC+fWQXEB8DqTT1z44YwUMlfcTltPTxuPjl8e9IQLwSci4zKTciLs+HWKceDTSmjjvO1hqakbXtYk3Pl9FGxMtpXyZ7vEt9xrjvxO8GAoGKjBthVIwmIj5lypRtbvTLrOny2Sv1HGNFNGlsSSOkn1wEyErMCHjGCoiP510B5uzVlepks4j4juSIG0sx7rlKSD1lURRFj4qD9d4d7/2wrcSMcGyswGQ5ayE+P1qiNiGnnXYas2fPtp0ZYATidu4lMXeDg4N69s9osgnGAohXStQGlaWmG1tGlgvExyoi3pvN6q8Na89UTh/xsbST7O4B2VYrp4RKLtXbBcS3r+wC4mMg45leZoyI24nIye/H4/FxZ22VDb0doYe4EDkrAOxnExiluroar9dLJBLRDdJi3yXvB6HEl51yCpG77yZy9922gLhsGO5INeI7kiFebo34WJC1ldPyTPzt5s2bgcovZ5GmKKe4lwvEt3V9OOQbhuUYhEbn42hT082AeLGzJ7JYBLEbjF2kY1ulpnd2djI8PIzH46lYb5iRtX1SI+JjnZoO+WRXVnfvjpqaXq6Ifdfb28vg4CAOh6Ps8wr55SyCrLEcsjZRfnPQQQeV/dtmcuWVV7Js2TLb9bqy/RMIBIo6/ISIM9XS0kI2m6W6urqitGa55jejtS0rZ+7kO6VSojbItx3spqaPlgspFovpafVQeUQ8Lun8fm3OymFNH8uIuF3dYBYRL6dGPBaLbZdgzy4ZkV1AfAxkPMnJjGCykoj4eDKmw46fmj7aKIeiKIW9xIsAMnk/iHWKKwqpM88kIdUdFYuOyp7e7V0jns1md8iIuOy1twNMZSZ6sLcfrLoWFPuMnK6WzWZ1zoRKnRhjERHf1vXhkG8YlmMQGs9tpUBcrENE0pVJt5sU9lLT5d6wo42QChlvIkux3i1ap4j6+vqKMyH+L0XEjazpY0HOJ0fErfbujkJsOloR+044HWtrayvK/vF4PHg8HtLptG7rlOPE+/znP88TTzzBFVdcUfZvj4XIQNzufS3uWjF3ldSHA3k8BOXyckD+2a6UqA3Ma5btllKKNa8kNb23t5dMJkNNTY3t0k8hsiMgM28eAP9cuBCwX8Y0lkRtYF837KoR3/llFxAfAxHex/GQvLYKlO8pTCQS48qYDjt+anq5c2cmRiBeDJDJ+8FYQ1RJytX2iIg7HI68OvEdMSJebmq60dgup1a/nD2kKEre5wSIGYuIeLmA6OSTT+aoo47ivPPOq+i3RyPy/qkkIj5WqekDkiEV114rFqkSZ1ZExNPpNKlUCofDUbaBZ5TxvCug0KgfTeqzXCP+f4WszVjGNBqD2k5EfLz3w7YSYcALxu3R7DsjP0k54MLtdnP44YeP2mFWqVQCxMXfibtlNLXtchaSqqoVE92NJiJeCTDUAxYGUuJy7KRK09Ih/57PavetV7t3imUnOBwO/f1kMjlmpJ5gXzfIZSG7UtN3TtkFxMdA5JqcsRZjRM6ugpIj6eMdEZcv3R0pNd2KnKuSS9rYS7xYRFzeD0YgXi7rvZyavq2VpDC6BwcHR0U2Nl5SX1+vX3jlpqarqmoLVFuRtdn18CcSCb1mcrRAvKenp+wU4Xnz5vHoo49y4IEHVvTboxGrGvFSIp9bVVUr7iMu1mDTxIkMvPZa7ju17y4nIi4bV6Otsx/PuwJGdIRwIowFEP+/EBG3Sk0fDaCzUyM+3vthW4nYd+KsjhWYhNHd29taAoGADszs6iujLh+ruRP6y26XmPGoEbcLxK1KwOzaSaMF4rK9nDrhBBIXXkif5qy1a2snEokxzRy0qxvMasTLTU3fBcS3r4wbEFcU5QZFUbYqivK+9r+TpPe+rSjKOkVRViuKsmS8nmFbSaVtHuyIlafebmr6toiI7yyp6ZXWiMPIGtuJiMv7YWeNiMPIpS4uuLEAImMpiqJw6KGHUlNTY6sGWr605XUoZqRYRcTtnr9YLKZ/R6Ugxqx92c4QmZSNwkpS5uLxuM64HggEKk43TCQSqA0NDP/kJ/xLI10qFuVwuVwoikImkyGTyYwZURuM710BhYbUWAPxnWHfVSJG0qexTk23unvHez9sKxlLMCkDi1QqRTqdzos87siiKIoejCg3Ii5kLIB4uVlI8mdh7IC43ZIkq4BTqWeX74qxiognvvY1hn/xCzZq81Fq38lAfCwzB+3qhrFkTf+k6vcdXcY7Iv4LVVX30f73NICiKAuAc4GFwInAbxRF2TEaT1coIko6HmIEk+VGxLcFWduOmppurK+3S3RnJlap6WbfJe+HsYiIby8iDaGURW/THTEa9sADD7BixQpbcyOfJbsOEasa8XK85K2trUDl8xcOh/F6vUSjUd3Y2BHXwihmNeLlRsQrrQ+H/Mi22tBA4stf5s099sh7z0wURck7t2MJxMfzroCxNepFy62hoSH9DtkZ9l0lYsWaPprI1uTJk0tGR8d7P2wrMe670dgBVg68HckJXEzKBeJerzevVKbSGnHI53YpV2+JvV5bWzsqW7ES1nTxvpEXoByHt7BTJk6cWPYzG7ujwEhWUam7Xr5nxrJG3K5u2MWavvPL9khNPw14UFXVhKqqG4F1wLbPmxxDGU9PrRXz945E1rajAnFjff1YpKYLZV8M1Mv7wSoiXk7K1fZOTRfOhx2JqE2I0+m07cWV59Ru6qlVRNxuaroM+iudP0VR8qLisHMAIjODutwa8dHoLnntwscfT/Xs2Xg1YF9KZ8t14mMRHRUy3lE9Y4u80UTEHQ6HPu9tbW3AJ9dQM0bEyyEXtBKn06lHFq2Azc4Q5bUj4xUR35nS0oWUC8QVRcmbv7FKTa80Ij6a+nCoLCJuVSNu936OxWIVM6bLzyd+H0bu+koi4mNhK9nVDV6vF7fbTSqVor+/H9hF1razyXgD8asVRVmhKMo9iqIIhDYFaJH+Zov22k4rlURr7IoRTNpVUDIQGO/UdLlFzo5YIz4WqenGGvFi3yXvB5nIQ/7/cthAt3dEfEcG4uWIVWp6MTF6yu1mVRgBPIxu/ozGxc4AxCtlTZfP7Wgi4rIOdL37Lo7+fmZu2gTYB+KJRGJMCXjG866AQqN+tH2qxfOONqtjRxejIW43kldKBKixunvHez9sK/F6vXk6cSzI2ioBkzuClAvEjX87Vqnp5fIciM+OhjEdzB0p41UjLp9bESSpJKOgWES81DPId8VY1oiXoxvktpVgT0/vqhHfcaR0k8MioijKi4BZIcN3gTuAHwKq9v+3ApcAZvlFqvGFzs5OLr30UlwuF5lMhjPOOIOrrrqK9vZ2gsEgTqeTwcFBGhoa6O3tRVVVGhoa6OjoyFMEjY2NdHV1oSgKdXV1dHV1UVVVRSaTIRqN0tTURHt7O263m+rqarq7u6murtZTEsX7Ho+HcDhMT08PtbW1xGIx4vE4TU1NrF+/nsbGRvx+P319fdTX1zM0NEQymdQ/7/f78Xg8DAwMMGHCBAYGBkilUvr7VmMSrY96e3vp6enRU1NjsRhbtmyxHFNPT4/+d8KIghyrqZ0xtbe34/P5bI+pvr6eSCRCMpkkkUjsEOskUtk6OztJJBJs2bIFyEV6mpuby1onYVi0trbS19enA4TBwUFaWlryxtTV1YXf76exsTHPsGtubta9toA+T2ZjEgRfQ0NDOhAXYxrNOpWz98QlJxiYnU6nXos1nudpvMYkLtmuri7doeJyuYqOSXiYBwYGaG1tzWsj2NnZaTkmAfQ2bdqkX46KojA4OFjRmOSL3eFwkM1m2bJly3bVe6XWqa+vT9/D4uypqpqng8zWKZ1O62dNGCMej6fsvSeMIrGGAIesWJH3HFZjEuvX39+vP7vX66W5ubni89TQ0MD69euZMmXKuK5TKBTKK0dqbm6u+DwJACnaoQ0PDzM8PLzd79yx1hFCRBRPZACIO7PSMR1zzDEsX76c/fbbj+bm5oIxbdmyhWAwOO66fFusk9/v13WsIMOsZEwio6O/v5/169fnnb0dwd4rNSahO9xuN83NzbbWSXZiZDIZ3X4rd0wC0HZ1dem6U8xdqTGJZ5g4cSKRSKTivSffmQIQ9vX1FR2TuFf7+/tpbm7Os5ui0ajlOomzG4lE8s5suXtP2GXRaFS/n8Q4kslk0b0nygoikYhuV4i1H83e27BhAzNnzrS198S6C1tN6K1i6yTmuKurS5/Hvr4+/fztKOdpR9d7dsdUTEYFxFVVPd7O3ymKcjfwpPafWwCZWWkq0Gr8zMSJE/n3v/9d8F0yiYRIg7ZiexSDl4mc5PeF56xUP2L5fbGgsod7+vTpuhdUvC5HJeTPi7+zIsYwjkl8j8PhoL6+Pk9Zit7AZmOaM2cOoLVjyGYBmDJliv63pcYkv29nTDfeeCMffvghRxxxBIqi7BDrJC4it9uN1+vVnz8cDut/a3edhKLr7u7OS7+fNm2a/tzi806nU/+8ePZsNsuMGTN0o17U/VqNSXhjBwYGUFWVQCDA7NmzgdGtk/F3iq2TTNYEuSiHz+cb9/M0XmOaNGkSkNsPwskQCoWKjkmODkyePFlfl4aGhrxaNOOYxPPIGSITJkygqqqqojFNnz6d119/XX9d/M/s89tK75Vap/nz5wM5Z6D4/traWlMdJK+TiP7LUZTGxsay955Yb+HMBHBqzrlgMGiaNixeE3pW3ivyZ6D88wT5d8V4rVNVVZXufG1sbBzVeRL/LRzAs2fPJhAIbPc7dzx0BOT0rs/n09e/vr5e/9tKxnTllVdy5ZVXFoxPPOvkyZP15xtPXW58fzzWqaamRgcv8+bNK7jf7I5JnP9kMqk7wOWzt6PvPfH78tkrtU7yHlywYIE+lnLHJO7sbDar661AIGBrTFdccQUNDQ2cfvrphEKhivdeTU0NiqLklWXNmTOn6JhExqHD4WDGjBl65mBTU1PBXSf/pgCQyWRSd/wuXLiw7L0n7OVUKqW/LgB2XV1d0b0nXlNVVf9MTU3NqPfe9OnT8+wF4/vymGpqamhtbdWDNvIzW63T5MmTgVx7znQ6jdvtZu7cuXoAa0c5Tzu63rM7pmIyKiBeTBRFmaSqqnBRfRb4UPv3E8D9iqL8HJgMzAXeGq/n2BYilMZ4iFV6dSXtr8YrNR3gpJNO4qSTTir9h9tQrBjnKyFrE5763t5ekslk0e+S94OxJ3G5Nf7jXd9fTIys6Tt7WqpZjXi5ZG1295Cc6ibO32jmT06321mYTd1uNx6Ph2QyqTtztmVquvw92cZGHB0drK2rg46OstINx5KsbTzvCiFjVW8KI/OuqrmktZ1dB1iJFVnbeLdr3Bb7YVuJfEeNVR/xsWgjt63lggsuYGhoiM9+9rO2PyPP3ViTtdmdu6qqKi6++OKKf1uIoiiEw2EGBwd126Gcdp9Qfo24nJo+VmRt5RIjj3WNeDm6oZIyQnHOxGcEOecu2fYybkAc+JmiKPuQSzvfBFwOoKrqR4qi/A34GEgDV6mqaq9z/Q4qQuGNhxgNBLvKYawIj3ZmsXJiVGJcOZ1OJk6cSHt7u57qLv+GLPJ+sGJNt7t+QrYH+Pqk1YibsaaXS9ZWSdeCsQbiOxMYCgQCJJNJPS2xXLK2sagRTyQSDD37LO7HH+ev770HK1faBuKpVGpMa8TH864QMlb1plA47zuLE6hcMdaIbysgvi32w7aSsSYcK6fGeEeSPfbYg1//+tdlfWaseB12lLkTQFzcl6V0Z6Vtet1uN06nk3Q6rdsplTgyjL8PI3d9OXwiY0nsWY5uEDpfpNiXQ9YmHBj/1/DBjiTjRtamqur5qqruparqIlVVT5Wi46iqeqOqqnNUVZ2vquoz4/UM20q2ZR9xuyRTLpcLl8tFNpvV643HMyK+I4rRuBpNRBzyCduKrYOdPuJ2MxqEbA8luTO0LytHxpKsrZz+pkLGiqxtZ1oH8azlAHGzjg+V6C557bIzZpD42tcY0sp05HZBZjJeEfFt0Tda1hWj7WJhnPedae+VI0bW9G0FxD8pfcRh7CLiclR3ZyRrq0TE3Pl8vlGdsR1l7oz2it2IeLkBC0VR9DOaTqct09hLiQD0mUxG5ygpN2iSTCbHlKytHN0g1l1kXlYCxD+pTtadQbZH+7JPnIxnL9BKI3LyZ8VB+78GxMeyjzjk9xIvdsnZ6SNe6hkcDkfe32wPJSku07FMt9qeIrOElsvmGo/HSafTZDIZnE5nSSAnR8QFCB3N/O3MEXEoD4iPVR9xs3RDYWSVExEfyyjHtugbLc6t1+sd9V4xzvsnNWoiG+JyFsR4A/FPSh9xGNkbDodjVGzwlbY93JllrLrO7ChzJ+sJp9NpO6pcSdBEHl8lrcuM32MMelXSYWMs7uhydIPRPrSjt4x38ydVt+8MsguIj4GUMupGI7JRCvZTduTPbosa8R1RjFHJ0aSmQz4QLxZRldem0og45F8w2zMiLmRnB+LyRVtJrXc5EQbZgSbWfDTOlJ2xRhxGnrXSiLgA4qOJiI823XAsU9PH864QIua8rq5u1DV/RkC1s+uAYiJHxbcVEN8W+2Fbibij6urq8nrZlyuVtL/a2UWMebSlJDtSaroQv99fUg+NJuAkj280QNx4X9htXzZeNeLl6IZKbDXjvtgFxLef7ALiYyDjuYHHIiIuZGeKpI2FWPWmHIvU9GLfJe+HSiPikK8ot2eNuJCdff/ITq1y+4GXA97lv4nH47br5IrJzpqaLsYsymPKJWsbTWq6WS93YVzZBeKiZQmMjUG7LYwd8RujNeohH4j7/f6SmSA7s5iROY634+GTZPyK+2K05RA7ex/xSkTsg9EQtUG+E2N7RsRl28HO71uRtZVr51ZC1GZ8hnKJkc1qxMdCb5SjGyqJiO8C4juO7ALiYyAi2jMeYkyvrjSiGgqF8tr4/F8Qq2yCSi8mUbMjWpB5PB5Tz7+8H/5/e+ce5Ed13fnv+T3moRnNIGnGMxKIlwFpgWWRLR6yvZhCkZEWhEEYr+zFazvYEBfOJosNDuCq7G6VnSrvemudVLDL4KyT2hR2ig3Y6w3ZEAzrFAUkNqFsHsuaAEPk1UgjjTQazUPzuvvH/O7oqunfzK+7b/ft7vv9VFFofo/u27/+9r333HPuOXrCH8cjbnaULrOmN/u7aMRJ1lar1VCtVrGwsLC0/yvK5MA0JpMMzqZRVaT7EGePeJqh6a16OUxDXE+ubExo0xwrNKZnMinm714k3cXBfGazMmKy0ENW2FoASpL5u6iElW2KQ9giRh484ivRLBdLVIdFkoWM4MJtq2NFWnvEo/QNwflhlND0Zscg2VHe5e0MSboCvBz6gYpa1iH4GR8fMpvly4CTHvGhoaFlj2PqIW4SEuCdCylZU9bQdNMj3upzNDExsWRQR7l3J06csOIR7+zsRHd3N44fP14og0hfs64vHDdZmy1DPGpoulmq0Ib+0xwrNGkZ4kXaEhEHMzTdZl6A5chCD1lhyxDPizGZJbt27cIzzzyDW2+9NdFx8pisLYpHPGp1IMB+aHpUr3yYR9zGGB2lbwjO7xmaXizoEbdAmiVI4obLmN8F/NsfDtgtXwa80xBvNsCYeiiyR7xshrhp4EWZpOjnSHtno4am61XypIOzXu0vkkEUvOYs64gv5xFv1RC3nbgri3JVH/jAB3DBBRdg9+7diY/lk0c8rH9Iu88rU/myjRs3AgDOPvvsRMcpeh3xOAwMDODBBx/E5s2bEx0nL7+dOV9p5RlKso3QVmh6MKdQq4u2ae0Rj9I3MDS92NAjbgEzGZBtmiUci7pS6KMhnlb5sv379y97HFMP5oQeKLZHvEgGYBimxyvKcxQ0xKN4dW2ukvf19eGtt94qlEEUbGvU0HQbe8TN5zFqaLrt2rBpjhWa8847D88995yVY/nkEQ8LTU/bE5uFHrJi586deOyxx7Bly5ZExwlLOFZ2Q1yTVA9F94ifOHFiqTpJpVJpKSdF2h5xV3vEo2jB7JtFJHLELEBD3CU0xC2Qxzriwc/4+JDZDk3Xq61KqVOOH8TUQ7BzZ9Z0d5glinQlgSgLInE84jYTP+lJRtkNcT2xOnbsGKanp1Gv12MZRMFtIUAyj3jWtWHzgLkAUiTdxcFFaHrR9LAc1WoVV111VeLj6LHO3CNe9tB0TVI95CXRXZI94uYct5WqD7YN8ampKczNzWFhYaGlxYBgQleztnkS4tQRBxbHqVZ+t0qlgs7OzqVnzEcbIS8wNN0CadYCbbZ3Jmpos48ecbNzX1hYSBya3t7eHrr/O4ipBz3hj+MRd501PTjxLrohDpz8TbVRHWWSEMUjbpYOnJubQ61WS1yqaNOmTQCAs846K9FxsiSomSih6QcPHgSw6JWNU4bL7Dv14lmr4Yb6fbN8WVHqiNvEnJz54hHPsnxZ0fSQBbrP8ClZmyapHjo7O1GpVDA9PY3jx48DKJ4hHmWOBNivI262oZUxW3/myJEjAFo3hFciihai/t5hny17/55naIhbIM2OrlloepRwH8BPQ7xSqZwyGU/qEQdOhqcvdxzz3jSrIx41NN3FamWlUjnFGC+DIa5/Uz1oxvGIR8nPYHNwvueee/Dkk09ix44diY6TJUlC0+fn5wHE77vMjPdzc3MAWveI6/tne4940QyKarW61PeU3SNuLp7Nz8+jVqutqBNb5yQnqdfraG9vx/z8fKQF0zKQVA8isvScHjp0CID7rOlR+vw48zTz+myVL2t1C5P5PZ2Q1NY8KYoWTCM6riFOj7g7aIhbIM2OrlaroVKpYG5uDnNzc4UKbc4D5iqnjVAt0xBvdhxTD83qiLcywXO9Rzx43jJMxPVvGiWLtx5o9X7lKBMLXYLExm/X0dGBLVu2WFltz4okHnFNnERtwWPpZ9/1HvEiGhT69y/7GBKn5n1SiqiHLAgak74sWNjQgx6zo5SMtE1cj/jMzExkj7g+fltbWyKHk5nXJco8O+gRt/VMRzlOXEPcHJ/L3r/nGRriFtAPYBqY+02mpqYihcyYHbCPHnEgfoKuZoTt/w5i6qGZId5KG/LQSZbNENd6iOMRj1O+TE/qy/DbxSGJR1yTpO9qVj4wSh1xm3vE0xwr0kIb4mUPXQw+s1kYyUXUQxZorbn06rrAhh7y5hGPYojH8Yjr57a/vz/RIrXZhjjzbN1v2PKIR9FCcI94q9Ajng9oiFsgad3MldAdhE4wVa/XUamsfOtoiId38EkGplY84qYemmVNj7qQkgePeBlC04N7xON4xKMka7M9OBeNOIZ4MOurDUNcP/s6RH2lBDxhhriNCW3aY0UaaEO87ItJwW0rWRgwRdRDFuTBmHSBDT3oMVvruAge8Wq1ilqtBqXU0t72qB7xJPvDgeR7xG2HpkfRQldX19IiBEPTiwcNcQtoAzkt4mRtNr8H+PuQJdl7FEYre8RNPZghrub/o+4Rd7WQogd1G8nG8kCS0PQ4ydr0AgwN8UVanSSYv3GS0PSkJWlmZmashqanPVakgS8ecX1/s/SIF1EPWaD7jSjbgcqADT3EWfy0TdQ94ubn9D1vdb5hyxAP84i3soUwmA/G1oJlFC2IyFL/TEO8eNAQt4BZHicNbBjivnrEbYemt+IRN/VgZk1XSsXOeu/KG6XPaysTqGv0bxqnnnuU5y+ojbJ7E5thLkBUq9WWk1+Z2rdhiOvM6a494mmPFWmwYcMGAMkSIRWBoEc8i8WzIuohC/JgTLrAhh7iLn7aJE4kne5zo0SeASfHB91PxSXMEI8S/aa/Y6vfiKoF/ZtHOb/52bIvtOYZ1hG3QNq1QOOuFNIQDzeiWgnrb0Yre8TNz1QqFdTrdczOzmJ2djaWR7yrqwvVajV2m5OgO+eyGJLBCV0cj3gcQ5we8WiTaVsecX2cmZmZUzKmr7SopPvYiYkJzM/Po16vW8mgXcS60XfffTcuv/xy7Nq1y3VTUiW41zML46+IesiCoHfOl9B0G3rIwyJGvV5fqlHd6vnjjLMAcP3112Pfvn245ZZb4jW2QdzQ9GA7bY31UbWQxCPe3d2daF5MksFf3gJp1wKNkyzK/B7gb9hJsLREEm840FpoelAPZnh6nD3iLlcq46yy5pngIJWWRzz4mbIsZETFhiGeZBFRP2dRE/Doz9gun1TEutHvete7cMstt5Ria8pyuMiaXkQ9ZEEejEkX2NBDcL7gahFDzznjhqa3Olfr6enBPffcg3POOSdGK995/qjly4KfsTVXiqoF/XvHMcR9tQ/yAg1xC6Td0cWpY2x+D/DXIx4nOddymOGZrZQvA04NT4/iEc9DJ1k2j3jw3kTJ6BqnfJmmLL9fVOIa4rZC000vR6s1xM3P2DbEffHsFZFg/giWL3NHHsKrXWDjOvOyiBF1ET9OUlSbmGNFlPJlaS26R9VCHENc3xuGpbuFhrgF0vYUxDEEgp/zdcUrOLlK2rmvXr16qaNtdqygHsJqZEbZI06PuD2Cz04Uj/jCwkLk72jK8vtFxbzuKBOENJK1RTHEg2GStgyBsnuVi4zW3MTEBIBsnlnqIZy8GJNZY0MP5m8nIs40FtUj7toQN/eIxxkrNLb6jaj3Lc5cLQ/OHkJD3Ap6spYWQa8uPeKto3+7KFmyV0KHpzc7VlAPujOfmZkprEe8LIZkkj3iUb6TVrha0Whvb1/Kb+AiND1s318rk6tgSRpbhnjaYwWJT/AeZ2H8UQ/hBI3JrI0yV9jQQ7B0mKskq7rfbrXvDJbpdeURn56ejjRPS8sQj6oFGuLFhcnaLNDX15fq8eMmsdCfa2tr82ZFOUicclUrMTAwgDfeeKPpfQjqwczAHMUjfsUVV+Caa67Bxz/+8YQtjk/ZQ9PjDLStfEfXwtYl83w1xEUEq1atwvj4uJPQdDM/Q5x9f9o7Y8sQT3usIPEJ6jOLcGjqIRwzCqyjo6MUFTtawYYe4m4Hss2nPvUpdHR04Morr2zp83H3iNvCjJ6Ks2irsTXWR9WCHidpiBcPGuIWGBsbS9VQibtHnA/ZO2s82ujcW/GIm3owDfEoK609PT145JFHkjY3EZs3bwYAXHDBBU7bYYs4HvHgZ1p9/trb25cMcZ/3YHV3d2N8fNxpaHrUcEMzazpg18tRlkWtshHUZxaLZ9RDOHkxJrPGhh7y8tvddNNNuOmmm1r+fNzyZbYIGytce8SjaOHWW2/F6Ogodu/e3fJ3dFt9thHyAA1xC+iHNi3irhTqz/kalg6cnFzZ9Gzt3r0bL774IrZt2xb6flAPcT3ieeDKK6/ESy+9VJoyO+b9b2tra6lkR5zQdH0uvXjmq0ccOHntrkPT4xjiGlve0bTHChKfOIkck0I9hBP0iPuCDT2YxluRktzFqU5iE/1bmcnaXO4Rj6qFiy++GN/+9rcjfWfHjh344Ac/iL1790b6HrELDXELZFVHPGrCsTPOOAPVahXvfve702pa7rGdrA1YeaU3qIe4e8TzwoYNG1w3wRrmxCROGcAo3zM/57MhrieGcULTRSRRNEFYuGGckjS2JrRlWdAqI3GiZZJCPYRTVGMyKTb0UNRFjDwma3PpEc+ibzjzzDPx6KOPpn4esjxM1maBtGuBBr26rXZQg4ODeP755/HQQw+l1ra8k8Ye8ZUI6sHs4Ofm5gC0ttJK7GPe/6jZXJN8z+fwUz0xiROa3tPT01LUQjPCDPFabeX157zUhiXZ4SI0nXoIp6jGZFJs6CEvoelRcW2IhyVra2WeVq1WlxKSAhwrSHToEbdA2pPsYAcVJaz53HPPTaVNRUF3rjb3iK9EUA+6Mz9+/PhSG3xJPpM34hjicT3i5sSeHvFok0Jb22rCFsFcesR9XpDJOy6StVEP4RTVmEyKDT2YixhFiiZwbYiHlbqMkg9mcnISgL2xnn2DP9AjbgFzNSwNXO+dKTL6t9MlMbIY1IN60J25NsSLsj+8jJgTE3rEsyHOHnF9n5IkajPPGTUTbvAztia0aY8VJD4uDHHqIRyzv/RpEdOGHooaTaDHS71gmgePeBRDXGNrrGff4A80xC2gV/DSwpxMAjTEo+CiNmxQD/p+mR5x4gYbe8RbHZzN7/lsiOuJYZzQ9KSGeJiXI04CHltGWdpjBYmPi2Rt1EM4vnrEbeihqL9d3Mgz2+eP6xHX2Fo4Yt/gDzTELdDf35/q8V13UEXGxW8X1IOe+GuvPD3i7jD10KoWgvcrjkfcJ69OEJce8bjhhmntEU97rCDxqdfrp+QPyMIQpx7CMcspFcmYTIoNPRQ10V2wz3XpEdfRU3HmCBwrSFRoiFtgdHQ01ePH9ciR9DxbyxHUQzA0nQsp7ogTmh53Mcf8ns+G+Pr16wEAAwMDLX9HT0L0d+MSlqzNZfmytMcKkgzzmXUxVpBFzP6ySMZkUmzoob29fSmsuUiLGK4dTuZYESVZm/ldwF70G/sGf2CyNgsopVI9vusOqsgEB/EsfrugHvSknh5x92SZNZ2h6Yvcfvvt2LRpE7Zv397yd6699lo89NBDuOqqqxKd2/Ry5KGOeNpjBUlGZ2fn0oJpFotn1EM4tVoNHR0dmJ6eLpQxmRQbetAlH8fGxgq1iBEcZ7Oe5+o+f2ZmBtPT06e8thJpRL+xb/AHesQtkHVoOg251slDaHrQEOdCijtsJGuLWke8o6PD68Qr3d3duO666yJNqOv1Ovbs2YO+vr5E59b3YGZmJpIhHixJY2tCy3DDfJO1R5x6aI5evCySMZkUW3qIU6nCNa7nuSLyjuS+rbZBf66tra2l8pitwL7BH2iIW+DAgQOpHj/YQRWpc3WNi2RtQT0wa3p+sJGsLer3+Ly6wyxfFjUBj/k5W8ZA2mMFSUaciJkkUA/N0Ukefeo/bemhiIa46z3i5jmjGuL6ezajaNg3+AMNcQuY5SLSINgh0ZBrnbhhxUkI6oF7xPNDnGRt5ufq9Toqlda6TX0un/eHuyZsj7hLQzztsYIkw3xWs3huqYfmFNGYTIotPehkd0WKJsjDFkz9e8X1iNvsM9g3+AMN8QLgYp9zWchDNAGzpucH81lqdZISx3g3P0tD3B1hHvFWQwfTyIRL8k3WoemkOT6GptuiiIsYrveIm+fUpcOilirlOEHiQEPcAtrTmRb0iMfHxSJGUA+sI54farXakiHW6n2o1WpLXvAoExv9Wd5vd+h7YO4Rb7X/NPeS2zIG0h4rSDK0XiqVSibjLPXQnCIak0mxpYci/nZ5MsTz4BFn3+APNMQtEKUsTxzoEY+PC494UA96Qs894vkg6t5tM4lLHI940lrYJD76WTNrw8YpSWPLEE97rCDJ0Pe5s7MTIpL6+aiH5vi4R9yWHnSSyzVr1lg5XhbkwRDXWovqEU8j+o19gz/QELfAyMhIqsfPQwdVVFwY4kE9MGt6vtCT7ThGdRT96PPYyqJKoqPv14kTJyJlTQ9+ztYEK+2xgiRD6yWrcGjqoTlnnnkmAOCMM85w3JLssKWHu+++G1/72tfwoQ99yMrxsiAP89w8ecTZN/gDZ4gWSHvlPA9JLIpKtVpFvV5fmoRn8dsF9RAMTW/VECDpoCfZaYeZc4+4e8xkbVFD09PwiGfhZSXxMT3iWUA9NOe+++7DDTfcgK1bt7puSmbY0sPGjRvxmc98xsqxsiIP81z93Osa3i73iLNv8Ad6xC2wdu3aVI8fnBQwtDkaWZekCepBG97z8/MAuJDimjhlxfQ9i3LvLrvsMqxfvx47duyI1kBijbCs6XE84rYMs7THCpKMrA1x6qE5q1atwuWXX95ylYoy4LMe8lS+TBPVI6735tvAZy34hj89XIqkHUJiJosCaMhFxZxUuQxNb/Y3yZYkoelRvrNp0ya8/PLLuOaaa6I1kFjDNMTn5uYAuN0jznDDfMPQdOISn/UQnJu5mCfFNcTTiH7zWQu+QUPcAj09PakeX0ROmRjQkIuG2blmYYgH9ZCHlV5ykjge8SQZ0NPuH0hz9H2bnp7GiRMnALRuiOvntr29HdVq1Up7qIV8k7VHnHogJj7rwRxb29vbnYRmx10MSMMQ91kLvkFD3AI65DhNsjYmy0TcOtBxCeqBHvF8kWS/d5xnL4v+gYRTq9VQrVaxsLCA6elpANHDDW0aZdRCvsnaI049EBOf9ZD1PC2M4HlbXbS99NJLUavVsGXLFmtt8VkLvpHIEBeRW0TkZRFZEJGtgffuFZHXReQ1EbnWeP29IvKLxnu/LyXISDAxMZH6OcxOioZcNLIOTQ/qIdiZ0yPuFp2Nd+PGjS1/J4lHPIv+gTQnbrLENAxxaiHfpJF0aTmoB2Lisx7Mea2rOVLchHE7d+7E22+/jT179lhri89a8I2kHvGXAOwB8BPzRRG5EMBeABcB2AngARHRsX3fBHA7gPMb/+1M2AbnDA4Opn6OPKwWFpWsk7UF9RB33xFJh69+9at4+umn8Z73vKfl7yTxiGfRP5DmBEvSRE3WZtMooxbyjb7XWUWdUQ/ExGc95GGOm2Sfuu0+w2ct+EYiQ1wp9apS6rWQtz4M4HtKqRNKqTcBvA7gchFZD6BHKfWsWqwP8CcAbkzShjwwPDyc+jnoEY+P6dHKooMP6oF7xPNFV1cXLrnkkkh70PQ9i/PsZdE/kObovjNqbdgkiy/NoBbyzebNmwEAF154YSbnox6Iic960NuIgGIa4rbxWQu+kVYd8dMBPGf8va/x2mzj38HXC00WdaGz9uqWCTPjdRY7IYJ6CP7NhZTiESfBm4Z1490SNzRdf85maDq1kG+2bduGX/7yl5mVDqIeiInvemhvb8fk5GRu9oi7nKv5rgWfWNEQF5G/BhAWI3G/UuoHzb4W8ppa5vV3cPDgQdx2222o1WqYn5/Hnj17cOedd2J4eBhdXV2oVqs4duwY+vv7MTo6CqUU+vv7ceDAAXR3dwNYnHgNDAxgZGQEIoK1a9diZGQEPT09mJ+fx8TEBAYHBzE8PIx6vY7e3l4cOnQIvb29mJmZwdTU1NL7bW1tWL16NQ4fPow1a9ZgamoK09PTGBwcxOTkJA4cOIDOzk4cOXIE69atw/j4OGZmZpa+39nZiba2NoyNjaGvrw9jY2OYnZ1den+la9IrhZVKBXNzc9i/f3+q1zQ8PIyOjo5Urymr+7SwsABgsVNN+z7paxoaGlq6pqNHj56i7ZmZGQwNDfE+FeiaZmdnl56/oaGhSNfU29uLoaGh3F1TGe9T2DXpvlN7xMfHx3H8+PEVr0nXHa9Wq6c8r0muaXJyEocPH+Z9yvk1vf3225lc09zc3Cna4n3y+5q6urowNDRUqmuKcp/a2towOTmJer2OoaGhzK9JV9bQ/f6RI0ecaW9ychLHjh3L5X0qo/bSvqblkMUI8WSIyNMAvqiU+mnj73sBQCn1e42//xeAfwfgLQBPKaU2N17/GICrlVJ3BI/57LPPKh0mlneGhoZw1llnpXqOm2++GU899RQ6Ozvxq1/9KtVzlY3Pfe5z+P73v4+BgQG8+uqrqZ8vqIfXXnsN27ZtW/r7wQcfxM0335x6O4g97r77bnznO9/BF77wBdx///2RvptF/0Cac/XVV+PnP/85Vq1ahcnJSfzoRz/C+973vhW/d9999+Fb3/oWrr32Wjz88MNW2kItEBPqgZj4roeLLroI+/fvxxVXXIHHH3888/M/+OCD+NKXvgQAzufavmuhbLzwwgs/2759+9aw99IqX/ZDAHtFpF1EzsFiUra/VUrtBzAuIlc2sqX/awDNvOqFobe3N/Vz6PBIhjVHJ0nG6zgE9cA94sXH3N4QlSz6B9Icfc8mJycBLO5FjPI9m6Hp1AIxoR6Iie96SCMvR5zzA+5Dw33Xgk8kLV92k4jsA7ANwP9seL6hlHoZwJ8BeAXAXwK4Uymli+J9DsBDWEzg9g8Asl/2sowOYUyTJIaA72T92wX1QEO8+FxxxRXo7u7G1q2hC5rLkkX/QJoTNwFPGnvEqQViQj0QE9/1oPtmVw6nrBP7LofvWvCJRMnalFKPAni0yXtfAfCVkNd/CuDiJOfNG1NTU6mfI2uvbpnQnavNCfVyBPUQHFQY1VA8du/ejeuuuw6VSvS1yyz6B9KcuM+f7mttli+jFogJ9UBMfNeD63lunjzivmvBJ9IKTfeKLOuI0xCPTta/3Up1xHkPi0kcIxxgPVDXBD3irYamn3baaQBgNYM2tUBMqAdi4rseXEd+5qGWucZ3LfgEDXELZFlHnN7U6GhPeFb7joJ6YPkyv2E9ULfELUnz0Y9+FF//+tdx++23W2sLtUBMqAdi4rseXBviefKI+64Fn0irjrhXZGFYaWPS9SpdEck6AchKobC8h37BhRe3BJ+3VidYq1evxqc//WmrbaEWiAn1QEx810OeDHHX98L1+Ul20CNugdWrV6d+Dt1B8OGMTtah6UE9VKvVpVrGAO+hb2TRP5DmxPWIpwG1QEyoB2Liux5cb8E08wi5nqf5rgWfoCFugcOHD6d+Dt1BuSrrUGT6+voA2N3ruRxhejA7dXrE/SKL/oE0J65HPA2oBWJCPRAT3/VAj/hJfNeCTzA03QJr1qxJ/RzcIx6fHTt24Bvf+Aa2b9+eyfnC9FCv15eyYPIe+kUW/QNpTnDx0qUhTi0QE+qBmPiuB9eGeJ6StfmuBZ+gR9wCLF+Wb9ra2vCJT3wCGzZsyOR8YXow7xvvoV+wDIlb8hSaTi0QE+qBmPiuB9eGeJ6StfmuBZ+gIW6B6enp1M/R29sLgPtGikCYHsxOnR5xv8iifyDNCU7qWi1flgbUAjGhHoiJ73rQJSP1fDdrTI+463ma71rwCYamWyCLen87duzAl7/8Zdxwww2pn4skI0wP3CPuL6wH6pagl0NEnLWFWiAm1AMx8V0Pn/3sZ7F27Vp85CMfcXL+PO0R910LPkGPuAWyqPfX2dmJu+66C+edd17q5yLJCNOD7tQrlYpTjxzJHtYDdUuevBzUAjGhHoiJ73pYv349Pv/5z6Onp8fJ+TlWEBfQELcAM5kTkzA96E6d3nD/YP/gFvOZc70IRi0QE+qBmFAPbqlUKktzNdeGOLXgDzTELWDWHiQkTA956dxJ9rB/cEuewg2pBWJCPRAT6sE9erzgWEGygoa4BY4cOeK6CSRHhOmBHnF/Yf/gljxlwqUWiAn1QEyoB/fkpVQwteAPNMQtsG7dOtdNIDkiTA/0iPsL+we3mCF+rg1xaoGYUA/EhHpwT1484tSCP9AQt8D4+LjrJpAcEaYHbQC47txJ9rB/cEueQtOpBWJCPRAT6sE9euHW9aItteAPNMQtMDMz47oJJEeE6SEvq6wke9g/uMV85lxPrqgFYkI9EBPqwT3aEHe9jZBa8Aca4hZgvT9iEqYHbQC47txJ9rB/cEueQtOpBWJCPRAT6sE9eXGaUAv+QEPcAqz3R0yWqyPuunMn2cP+wS15StZGLRAT6oGYUA/uyUuyNmrBH2iIW4BlBojJcuXL6BH3D/YPbjE94q4nV9QCMaEeiAn14J68eMSpBX+gIW4B1w8syRdheqBH3F94z92Spz3i1AIxoR6ICfXgnrwka6MW/IGGuAXGxsZcN4HkiDA90CPuL+wf3JKnPeLUAjGhHogJ9eCe7u5uAMCqVauctoNa8Iea6waUgb6+PtdNIDkiTA/0iPsL+we35Kl8GbVATKgHYkI9uOeOO+7A6tWrsWPHDqftoBb8gYa4BcbGxtDV1eW6GSQnhOmBHnF/Yf/gFtMjXqu5HfKoBWJCPRAT6sE9W7ZswZYtW1w3g1rwCIamW2B2dtZ1E0iOCNMDPeL+wv7BLbVaDZXK4lDn+vmjFogJ9UBMqAeioRb8gYa4BVjvj5iE6YEecX9h/+CevCTgoRaICfVATKgHoqEW/IGGuAVY74+YhOlhw4YNAIDTTz896+YQx7B/cE9eStJQC8SEeiAm1APRUAv+wD3iFuA+DmISpoc9e/bg7LPPxiWXXOKgRcQl7B/ckxePOLVATKgHYkI9EA214A80xC1QrVZdN4HkiDA9VKtVXHbZZQ5aQ1zD/sE92hPu2hCnFogJ9UBMqAeioRb8gaHpFjh27JjrJpAcQT0QE+rBPXkJTacWiAn1QEyoB6KhFvyBhrgF+vv7XTeB5AjqgZhQD+7Roemuy5dRC8SEeiAm1APRUAv+QEPcAqOjo66bQHIE9UBMqAf35MUjTi0QE+qBmFAPREMt+AMNcQsopVw3geQI6oGYUA/uyYshTi0QE+qBmFAPREMt+AMNcQswhISYUA/EhHpwjzbEGZpO8gT1QEyoB6KhFvyBhrgFDhw44LoJJEdQD8SEenCP3iPu2iNOLRAT6oGYUA9EQy34Aw1xC3R3d7tuAskR1AMxoR7coz3irsuXUQvEhHogJtQD0VAL/kBDnBBCSKlZt24dAGDNmjWOW0IIIYQQsggNcQscP37cdRNIjqAeiAn14J677roLDzzwAHbt2uW0HdQCMaEeiAn1QDTUgj+4zVxTEgYGBlw3geQI6oGYUA/uGRgYwN69e103g1ogp0A9EBPqgWioBX+gR9wCIyMjrptAcgT1QEyoB6KhFogJ9UBMqAeioRb8gYa4BUTEdRNIjqAeiAn1QDTUAjGhHogJ9UA01II/0BC3wNq1a103geQI6oGYUA9EQy0QE+qBmFAPREMt+AMNcQswhISYUA/EhHogGmqBmFAPxIR6IBpqwR9oiFugp6fHdRNIjqAeiAn1QDTUAjGhHogJ9UA01II/0BC3wPz8vOsmkBxBPRAT6oFoqAViQj0QE+qBaKgFf0hkiIvILSLysogsiMhW4/WzRWRKRF5s/Pct4733isgvROR1Efl9KUFGgomJCddNIDmCeiAm1APRUAvEhHogJtQD0VAL/pDUI/4SgD0AfhLy3j8opS5t/PcbxuvfBHA7gPMb/+1M2AbnDA4Oum4CyRHUAzGhHoiGWiAm1AMxoR6Ihlrwh0SGuFLqVaXUa61+XkTWA+hRSj2rlFIA/gTAjUnakAeGh4ddN4HkCOqBmFAPREMtEBPqgZhQD0RDLfhDmnvEzxGRvxeR/y0i/7zx2ukA9hmf2dd4rdA89thjrptAcgT1QEyoB6KhFogJ9UBMqAeioRb8obbSB0TkrwGExUjcr5T6QZOv7QdwplLqsIi8F8BjInIRgLD94CrsAAcPHsRtt92GWq2G+fl57NmzB3feeSeGh4fR1dWFarWKY8eOob+/H6Ojo1BKob+/HwcOHEB3dzcA4Pjx4xgYGMDIyAhEBGvXrsXIyAh6enowPz+PiYkJDA4OYnh4GPV6Hb29vTh06BB6e3sxMzODqamppffb2tqwevVqHD58GGvWrMHU1BSmp6cxODiIo0eP4sCBA+js7MSRI0ewbt06jI+PY2ZmZun7nZ2daGtrw9jYGPr6+jA2NobZ2dml9/N2TcPDw+jo6OA1xbimV155BUNDQ6W6pjLep6yu6YknnsCNN95Yqmsq433K4pqOHj2Kw4cPl+qaynifsrqmN998E0NDQ6W6pjLep6yu6cc//jFuvPHGUl1TGe9TFtd09OhRHDt2rFTXVMb71Oo1LYcsRognQ0SeBvBFpdRPl3sfwK8APKWU2tx4/WMArlZK3RH8zrPPPqs2b96cuG1Z8P73vx/PPPOM62aQnEA9EBPqgWioBWJCPRAT6oFoqIVy8cILL/xs+/btW8PeS8UQF5F+AKNKqXkRORfA3wD4p0qpURH5OwC/CeB5AH8B4A+UUn8RPOaTTz45AmAoceMyYHR0tG/t2rWHXLeD5APqgZhQD0RDLRAT6oGYUA9EQy2UjrO2b9/eH/ZGIkNcRG4C8AcA+gEcBfCiUupaEbkZwH8AMAdgHsDvKqX+R+M7WwF8F0AngMcB/KaysRpACCGEEEIIIYQUACsecUIIIYQQQgghhLRGmlnTCSGEEEIIIYQQEoCGeEJEZKeIvCYir4vI77huD8kOEdkoIk+JyKsi8rKI/Fbj9bUi8oSI/LLx/zWu20qyQ0SqjdKNP2r8TT14ioicJiKPiMj/afQT26gHPxGRf9sYJ14SkYdFpINa8AcR+SMROSgiLxmvNb3/InJvY175mohc66bVJC2a6OE/NsaKn4vIoyJymvEe9VBSaIgnQESqAP4QwC4AFwL4mIhc6LZVJEPmAHxBKfVPAFwJ4M7G/f8dAE8qpc4H8GTjb+IPvwXgVeNv6sFfvgHgLxuVQv4ZFnVBPXiGiJwO4N8A2KqUuhhAFcBeUAs+8V0AOwOvhd7/xjxiL4CLGt95oDHfJOXhu3inHp4AcLFS6hIA/xfAvQD1UHZoiCfjcgCvK6XeUErNAPgegA87bhPJCKXUfqXUC41/j2Nxkn06FjXwx42P/TGAG500kGSOiJwB4DoADxkvUw8eIiI9AK4C8B0AUErNKKWOgnrwlRqAThGpAVgF4P+BWvAGpdRPAIwGXm52/z8M4HtKqRNKqTcBvI7F+SYpCWF6UEr9lVJqrvHncwDOaPybeigxNMSTcTqAfzT+3td4jXiGiJwNYAsWy/INKKX2A4vGOoB3OWwayZb/AuAeAAvGa9SDn5wLYATAf21sVXhIRLpAPXiHUupXAP4TgLcB7AcwppT6K1ALvtPs/nNuSX4di5WlAOqh1NAQT4aEvMY09J4hIt0A/juA31ZKHXPdHuIGEbkewEGl1M9ct4XkghqA9wD4plJqC4AJMPTYSxp7fz8M4BwAGwB0icitbltFcgznlh4jIvdjcevjn+qXQj5GPZQEGuLJ2Adgo/H3GVgMNyOeICJ1LBrhf6qU+vPGywdEZH3j/fUADrpqH8mU9wO4QUTewuI2lWtE5L+BevCVfQD2KaWeb/z9CBYNc+rBP34NwJtKqRGl1CyAPwfwPlALvtPs/nNu6Ski8kkA1wP4V+pkfWnqocTQEE/G3wE4X0TOEZE2LCZT+KHjNpGMEBHB4v7PV5VS/9l464cAPtn49ycB/CDrtpHsUUrdq5Q6Qyl1Nhb7gh8rpW4F9eAlSqlhAP8oIpsaL20H8AqoBx95G8CVIrKqMW5sx2JOEWrBb5rd/x8C2Csi7SJyDoDzAfytg/aRDBGRnQC+BOAGpdSk8Rb1UGLk5IILiYOI/Ass7gutAvgjpdRX3LaIZIWIfADA3wD4BU7uCb4Pi/vE/wzAmVicgN2ilAomaSElRkSuBvBFpdT1IrIO1IOXiMilWEzc1wbgDQCfxuICOPXgGSLy7wH8SyyGnP49gM8A6Aa14AUi8jCAqwH0ATgA4HcBPIYm978RnvzrWNTLbyulHn/nUUlRaaKHewG0Azjc+NhzSqnfaHyeeigpNMQJIYQQQgghhJAMYWg6IYQQQgghhBCSITTECSGEEEIIIYSQDKEhTgghhBBCCCGEZAgNcUIIIYQQQgghJENoiBNCCCGEEEIIIRlCQ5wQQgghhBBCCMkQGuKEEEIIIYQQQkiG0BAnhBBCCCGEEEIy5P8DMN2oATWTtzEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1224x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "smooth_funcs = {\n",
    "    \"Простое экспоненциальное сглаживание\": {\n",
    "        'func': simple_exponential_smoothing,\n",
    "        'params': {'n_interval': 12, 'alpha': 0.5}\n",
    "    },\n",
    "}\n",
    "ts_smooth_plot(series_stationary, smooth_funcs=smooth_funcs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "smooth_funcs = {\n",
    "    \"Простое скользящее среднее\": {\n",
    "        'func': simple_moving_average,\n",
    "        'params': {'n_interval': 4}\n",
    "    },\n",
    "}\n",
    "ts_smooth_plot(series_stationary, smooth_funcs=smooth_funcs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "smooth_funcs = {\n",
    "    \"Взвешенное скользящее среднее\": {\n",
    "        'func': weighted_moving_average,\n",
    "        'params': {'n_interval': 7, 'weights': [1, 2, 4, 8, 16, 43, 64]}\n",
    "    }\n",
    "}\n",
    "ts_smooth_plot(series_stationary, smooth_funcs=smooth_funcs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "По результатам графиков все методы сглаживают примерно одинаково. Если выбирать какой-то один, то можно выбрать простое экспоненциальное среднее."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
